{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a0cfbad9",
   "metadata": {},
   "source": [
    "# 任务2.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "9da81846",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "# 解决中文乱码问题，设置中文字体为系统自带的黑体（可根据实际情况调整字体）\n",
    "plt.style.use('seaborn-v0_8-dark')\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "bf46f7f4",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "data_2_1 = pd.read_excel(r\"result2.xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b0cf1680",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 按登记年份和产品来源进行分组，并计算每组的数量（即获批量）\n",
    "grouped = data_2_1.groupby(['登记年份', '产品来源']).size().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8f5134d2-f10a-41c2-976f-593970c0d45a",
   "metadata": {},
   "outputs": [],
   "source": [
    "df2_1=grouped.pivot(index='登记年份',columns='产品来源',values=0).fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "09579d64-4ffe-4bc1-9790-6244181b9195",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算每个年份中进口产品和国产产品的特医食品获批量\n",
    "imported_approved = df2_1['进口产品']\n",
    "domestic_approved = df2_1['国产产品']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "7211be15-c2ea-4cc5-98fd-4e00fdfbb438",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x440 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 准备绘图数据\n",
    "years = df2_1.index\n",
    "\n",
    "# 绘制双Y轴折线图\n",
    "fig, ax1 = plt.subplots()\n",
    "\n",
    "ax1.set_xlabel('登记年份')\n",
    "ax1.set_ylabel('进口产品获批量' )\n",
    "ax1.plot(years, imported_approved,label='进口产品获批量',color = 'red',alpha=0.5)  # 添加label\n",
    "ax1.tick_params(axis='y')\n",
    "ax1.set_ylim([0,15])\n",
    "ax1.grid(True, linestyle='-', color='white', linewidth=1)\n",
    "ax2 = ax1.twinx()  # 实例化一个第二个y轴\n",
    "color = 'tab:blue'\n",
    "ax2.set_ylabel('国产产品获批量')\n",
    "ax2.plot(years, domestic_approved, label='国产产品获批量')  # 添加label\n",
    "ax2.tick_params(axis='y')\n",
    "\n",
    "# 添加图例\n",
    "fig.legend(loc='upper left', bbox_to_anchor=(0.4, 1), bbox_transform=ax1.transAxes)\n",
    "\n",
    "fig.tight_layout()  # 调整整体布局\n",
    "\n",
    "plt.title('不同年份特医食品获批量')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4259729",
   "metadata": {},
   "source": [
    "# 任务2.2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6c5dfeeb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np  \n",
    "import warnings\n",
    "# 忽略所有警告\n",
    "warnings.filterwarnings('ignore')\n",
    "import pandas as pd\n",
    "import plotly.express as px"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "86f40d51-ee3c-4ced-8c9c-fca64f498a20",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对数据进行分组和计数\n",
    "grouped = data_2_1.groupby(['适用人群类别','产品来源']).size().reset_index(name='count')\n",
    "\n",
    "# 使用pivot_table进行数据转换\n",
    "pivot_table = grouped.pivot_table(index='适用人群类别', columns='产品来源', values='count', aggfunc='sum').fillna(0)\n",
    "pivot_table = pivot_table.reset_index()\n",
    "pivot_table.columns.name = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a06e9238-22ca-41e2-8ca1-ffb9e1715059",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('default')\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4546b755-73ba-4e5d-b2ea-828945db30b7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 已知数据\n",
    "sizes = pivot_table.iloc[:,1:].sum(axis=1)\n",
    "labels = ['1 岁以上特医食品', '特医婴配食品']\n",
    "sub_sizes = grouped['count']\n",
    "sub_labels = ['1 岁以上特医国产产品', '1 岁以上特医进口产品', '特医婴配国产产品', '特医婴配进口产品']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "7ce49f4a-f295-4026-8ef8-816992225331",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 定义颜色列表\n",
    "outer_colors = ['#70a1d7','#08d9d6']\n",
    "inner_colors = ['#c2c2f0','#ffb3e6', '#c4e17f', '#76d7c4']\n",
    "\n",
    "# 绘制旭日图\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# 绘制外层饼图（适用人群类别）\n",
    "outer_pie, _ = ax.pie(sizes, radius=1,colors=outer_colors, wedgeprops=dict(width=0.3, edgecolor='w'))\n",
    "# 绘制内层饼图（不同产品来源在各适用人群类别中的分布）\n",
    "inner_pie, _ = ax.pie(sub_sizes, radius=1.3,colors=inner_colors, wedgeprops=dict(width=0.3, edgecolor='w'))\n",
    "\n",
    "# 添加标题\n",
    "plt.title('特医食品产品来源与适用人群类别分布', y=1.05)\n",
    "# 添加图例\n",
    "ax.legend(outer_pie + inner_pie, labels + sub_labels, loc='upper right', bbox_to_anchor=(1.55, 1))\n",
    "\n",
    "ax.set(aspect=\"equal\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f262fe02-d3d6-4f18-a060-afb6c997c656",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 任务2.3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "cd825025-3f65-461f-a21e-156afc05d2f8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 统计每个产品类别的获批量\n",
    "approved_counts = data_2_1['产品类别'].value_counts().sort_values(ascending=False)\n",
    "\n",
    "# 绘制柱状图\n",
    "approved_counts.plot(kind='bar', color='skyblue')\n",
    "\n",
    "# 设置图表标题和坐标轴标签\n",
    "plt.title('不同产品类别的特医食品获批量')\n",
    "plt.xlabel('产品类别')\n",
    "plt.ylabel('获批量')\n",
    "plt.grid(True, linestyle='-', color='white', linewidth=1)\n",
    "\n",
    "# 显示图表\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e80c05ef",
   "metadata": {},
   "source": [
    "# 任务2.4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7b2eafad",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df_task1' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[14], line 6\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[38;5;66;03m# 绘制脂肪(g)的频数分布直方图，并获取直方图的bin边界和高度\u001b[39;00m\n\u001b[0;32m      5\u001b[0m n_bins \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m5\u001b[39m  \u001b[38;5;66;03m# 可以自定义bin的数量\u001b[39;00m\n\u001b[1;32m----> 6\u001b[0m freq_fat, bins_fat, patches_fat \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39mhist(df_task1[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m脂肪(g)\u001b[39m\u001b[38;5;124m'\u001b[39m], bins\u001b[38;5;241m=\u001b[39mn_bins, color\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mblue\u001b[39m\u001b[38;5;124m'\u001b[39m, alpha\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.5\u001b[39m, label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m脂肪(g)\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m      8\u001b[0m \u001b[38;5;66;03m# 绘制蛋白质(g)的频数分布直方图，并获取直方图的bin边界和高度\u001b[39;00m\n\u001b[0;32m      9\u001b[0m freq_protein, bins_protein, patches_protein \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39mhist(df_task1[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m蛋白质(g)\u001b[39m\u001b[38;5;124m'\u001b[39m], bins\u001b[38;5;241m=\u001b[39mn_bins, color\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mred\u001b[39m\u001b[38;5;124m'\u001b[39m, alpha\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.5\u001b[39m, label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m蛋白质(g)\u001b[39m\u001b[38;5;124m'\u001b[39m)\n",
      "\u001b[1;31mNameError\u001b[0m: name 'df_task1' is not defined"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置图形大小\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "# 绘制脂肪(g)的频数分布直方图，并获取直方图的bin边界和高度\n",
    "n_bins = 5  # 可以自定义bin的数量\n",
    "freq_fat, bins_fat, patches_fat = plt.hist(df_task1['脂肪(g)'], bins=n_bins, color='blue', alpha=0.5, label='脂肪(g)')\n",
    "\n",
    "# 绘制蛋白质(g)的频数分布直方图，并获取直方图的bin边界和高度\n",
    "freq_protein, bins_protein, patches_protein = plt.hist(df_task1['蛋白质(g)'], bins=n_bins, color='red', alpha=0.5, label='蛋白质(g)')\n",
    "\n",
    "# 绘制表示频数的线（脂肪）\n",
    "plt.plot(bins_fat[:-1], freq_fat, color='blue', marker='o', linestyle='-', linewidth=1, markersize=4)\n",
    "\n",
    "# 绘制表示频数的线（蛋白质）\n",
    "plt.plot(bins_protein[:-1], freq_protein, color='red', marker='o', linestyle='-', linewidth=1, markersize=4)\n",
    "\n",
    "# 设置图例\n",
    "plt.legend()\n",
    "\n",
    "# 设置标题和坐标轴标签\n",
    "plt.title('特医食品脂肪和蛋白质含量的频数分布直方图')\n",
    "plt.xlabel('含量 (g)')\n",
    "plt.ylabel('频数')\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35ded453",
   "metadata": {},
   "source": [
    "# 任务2.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "13f4b506",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Loading model from cache C:\\Users\\柔莹\\AppData\\Local\\Temp\\jieba.cache\n",
      "Loading model cost 0.498 seconds.\n",
      "Prefix dict has been built successfully.\n"
     ]
    },
    {
     "data": {
      "image/png": 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qqjI66OTY+5d46us7EUQBvVEXsldVQ0NDYz7w+2QGe0YwmPTExFkXVcJDVVW8isylvm72td7gbE8Hq5PTGfZ46J1wkmq1caSjiZqBXtYmp7MhLYv82HiG3BM4fT7csp+uiXHearzGkNvFysRUrg/1IU7O1LWNjSArwTP/C4Ej3krVxoKb/26o7eLc0XoKy9NZu7WIgrJ0EpLtITu5DEYdRRUZNNf38ObPjlNckUlSaiwAYyMuZFnBOe5hoHcUCBjYXTnTzLZHKkhOj7tnYLHtoQryilPvUIz6NPU1nRx45+IdP9PpJNBJ6CQRQRBu/tHrJTbvKcMWY745Y3EvBEHAkWCjfHU2Ddc6yS5IRhRFYh1GklNjGR2eoHx1DivW5TE24qKnc5grZ5uQZYXkdAcGrRVqeRKQ/Lq3Rfu9ECURURQ04zCNWSHpRGITbGQUJJGSlQDApWP1OBLtZBWl3rx4VmwswGIzMT4ygS3WgsflZWxogvzyDCo3FiKKIjnFqfS0DWK1m3A5PfS0D9DfPUxTTQfOkQnyKzKJibcyPjJBT9sgqdkJmK1GHvr8JkRR4NKxOuxxVvq7R+hq6adsbR6OIAZEGhpzjdcdMGw0mvTY46zatfY+w+Py0tM2SEtdF603euho6KVkTQ47nlhNXFJM+B3ME4qq0jQyxG8aalBUFZ8ik2t3IIoiyWYrE34vGbYYQGDA7aLHOYZZ0qGqsCE1E32vSLothhiDiV2Z+ZztaWdNcjqdzjEKYuOpHx7AbohORjtajI26GOgZwTnmYXzMxbULrdRXd5KVn0hddQeXzzSx7eFKfD457L5kf8Cxu6AsjdJVWQDYLpjp7RymsDyd9TsCCbDxUTfXLrXhmfAF3Vd2YTKlq7JCJsS8Xj86XeSBaemqLIoqMjBbjQiiEAjyVPUObw5RFIhxWCipzOQ9nUTZqizam/rp6xphxfpc4hJtVKzOIacgmd6OIY58dJVD713G7rCQlBobMhCaDlpgscgYGRjn+AeXaazuCL+xALufXUv5Oq33XGN2ZBel8uxv7aagIpPYhEAr1Jn91aRmJ7D1saqbQ12KotDV3M8HvzjBU1/fgSIrdLf2k1uaTnxKLCazAYNRj04vkVWYSlpuIj1tA/R3DpNXlkFBZSaORDt6g45j719C0olk5idjc1h44svbOL2vmsNvnWfvC5vxuLxcOFRLTLyVDQ9VBtQyjNolS2N+6e8e5pM3ztLfNULhikxK1+SSmZ+MMUr9yBqLC1VVmRh3036jh6baLlrruuhs6qOrZYDeziHcTg8dTX0UVWYtqsBCEATsBgO7s/Kx6PSc7engxsgAOjGQFBr3epjw+Xkop4AtaTnoxMCidk92AbkxcTSODGKSdJTHJxFrNPHz2ov8zsqNHO88yarENCZ8Xiz6xfWZb7rezcdvnsM55sFkMTA2PIHH40UQRSzWQJY+Idl+1wK/o7kf14SH/NI0RPHW78ZHXBzfX0Pd5Pqrr2uEzrYBOAZd7YNAQORkoGcUSS9yz4HDqHJr/2ZLIKjr6RhieNBJ9YUWFEVF/6mKiaKojI5MMD7qwjXhxWw1oKgBJ+7hASe93cNkDCVQUJbOqUPXqavu4NkvbyUlwxG1s9bu0osMt8vLhSPXOfruxYi2L1uTqwUWGrMmKT3u5kD1FPHJsVw6Xo/NYb0ZWMh+mfrLrbTUdfPsb+1moHuE3o4hNjxQEVCHcnmpu9iC3y9TuCKLzIJkjGY9NWcaySxIpnRNLhDIAtacbmT19hKMZgMHXjtD7fkmQGDn02vZ+tiqgNStrHD5xA0++tVJRvrH2fXM2nl+ZTQWAq/bx4Wj13GOuIJuI0oCOSXp5JWlz+m59LYPcmZ/DTeutnH2YAyZ+cnklqZTsjqHopXZJGfE3WH6qLF0GRt2cuZADReOXqendZCe9kGGekfvmAsDaLneRUN1B3nlGTclsRcaURDIsMWSYYuleqAHvSSRYrGhnwwsRnQ6PLIfUQhUJgBcfh9xJjOX+7qpHuhFJ4goQPvYCNn2WGIMRlrHRiiJS2TC78Oii06rTLSIT7KxenOgUm6LMdPW1MvYyARbHyhn0+5SzBYDoiRyfP+1Ox5Xc7GVE59c4z9894WbPzOaDZSsyqKoPIOE5MDr02ztZqg/4OpdVpWD2xUY9C6qyKBkRSZ6/Z3f+6kw4OzhOrrCzFi0NfXhcfvv+rnP66ezdYDh/nG624cYHZ4gxnHLmbupvocPXj1Dc30PFWtyMH2qNUqWFdwuH7YYM5fPNCGKAh63j64LLfT3jnL1XDPJaQ5S0h14PT4mxj24nB5kf/Ta3LSr4SJDb9Dds2cvGKZFclFbjPR2DGGyGLDFmu/ISmhExs5n12Iw6/C6vPgnb6yKopKUHs+GB1fgSLABKntf3EJBZRYmqxFbrIWkdAcAiZN/my1GMgtTsN92cRQlkQc+u4G45BjscVY8Lh/55RkUVGZRUJl5U2Z29Y5SckvTabjaHnA+1bgvcLu8fPjLE7TUdQfdxmQ28PhXts15YNHfPUJv+yCyX6G/c5j+zmGunWvm7Cc1JGfEk5qdQE5JKnnlGeSVpmO1m6ctO6mxOFBV6G4d4MBrZ1Dk4Nloj8vLpeN1VG0rXrQy2Kqq4lcUhMlmGUkQSTRbEREY8biJNZpw+nyc7mpj2OtGUVVyHQ7ijGZuDA/wfFEl53o7KYlLJMVqx+XzYZIW15IxPSuBtKyEm+3gsl/GaDZgd5ixxdwyYpUkkfERF33dI/j9AVO9ob4xBDEgRev3ycTEmnn2S1uIS7RjNOrw+xVURaHuSjuxcVaS02JxTXiQJJH25n6a6nrIyEm8Y9Ef+Myo3LjWSX/PSOjh7f4xfD7/HW3vE+MeTn5yjU/evYTFZuTq2WbGR1ys2lRAQWkaiSkxZGQnsG5bMVserCC3MBmDUY8sK0yMB6o2kiRSWJbG1/7o4Zv7dY65OfZxNSazga0PlON2eXnjn48z0DvG6s0F1FxoRaeTeOCp1aSkO2Y9O7S4PiXTIOD+qy67BePUoGykaOX44Bx++zzNtZ1sfmQla3eWYTTr57w/WlVUhgfHUcMMuYmiiMlivCvbsJjILUknPinmrmydpJOwOyyIkkhcUgyORPvN76HFbqK4KueO1zkuKYbND6/Acpvjtt6go/K2obutj63EajdjMN35HkmSSEJqLPHJMSElAzWWF6qiMjI4TmdTX9Bt7HFWvK7gfc7RwOX00NM6wMiQ846fe1xe2ht6aW/oRW/QERNvJS4phvjkGErX5vLct3Zr1+YliMVuoqQqh5SsBLqa+0Nue/VUA+2NvaTnJk7rnj1fxBhNbEjNonFkkONdrWxIycSm13Omp51Uq42NadnY9AY2p2UjCoFgo8iRyPqUDFYkpjDh93GwrZGvlK9GFARUQLeIhtWBmwtg14SHCyca+PjN8zjH3BgMd1ZWiiozOLavmn/8X++j1+sY7Bvj0efXIQgCbpeXYx9Xc+Sjq6iKiqwEFvp6vYTH5WN81E19dQdD/ePojToQQJIEPnj1LIqssPPRldhjA/c22S+jqoHh7fyStJAJhvrqDj5689zkWjYgDHD68HXe/uVJCssz+OzXyxkZdHLmSB2v/tMRDCY9NrsJgykwF2M06rhyphG/T8Hj9mG1G/mXf/o0kkEkMSWWxJRYVFWl8Xo3+9+6QG/nMAVl6XS2DnL60HUkvcgDT60mrziF88dvcHx/DfU1HXz+W7sorswI6ZURjiUZWLgnPJzeX01ncz/bHqsisyB53s9B9ssIohD1wEank6algDNXJfjq0w1kF6dhizUvyWHF0cFxzh+upfpUA9fPt3Dyoytse3w1VduLMRh0c/acFEXhb/7trxgbmQj84Pak19QhVUhIieXBz21k3a6yOTmPaCCKQtih6SnVitv//WkMJj0JqY6Q+4lPjg19DElYVAosGnOLIIDJEroaazDq5nzxPtAzQntjL0qIoNbn9TPQPcJA9wgARSuz5vScNOYOnU4ityydjQ9W8uYPDobcdmRwnKsnb1BSlUN88uKZtQhIgoOiKiiqik4U2ZCaydX+bhpHhlidlEamLXC9Nel0FMUlAmCWAotxm8FA6+Awv6i9xIbUTDJtsVzp78ZuMCKyONcCer0Oj8tHjMPC+u3F5BbduSYsX5XN7/37J5hwegLbG3TkTFaaJEkkJTOOitU52GItWO1GTGZDIMkrieh0IpIkIenEwB9JxOvxc/ZoPQkpMXfMONhizKzfXkzFmlyy8pNCDkPbYkx4PX4ycgKvvygJJKc72PNEFeWrs8krTsUvKxSUptNc301LQy8DvaN4PX4URcXnlVEUBUVREUWBxJTYu+YtAq+NRGJyDMUVmRRWpNNwrZO8khQ27ioltzAFs9VIfJKdtKx4rl9uD7SPzXJdu+QCC4/bx+n9Nfzqrz9isHeUhqvtPPXVHZSvz5uXrIHH7eP0vqvUnm/mgc9uIK8sPaqLVEknTmsBNRfDrN2tA/z8f3+A0azn6W/sYsWmwiUn93n1dCPdrQN4PX7aG3vp6xzi2rkmsgpT2PhgJWt3ld9s2YkmoijSXNtFV0vobFdWYQpe99xmWzXujaqqeD0+xoYnMFuMGM16dPoldylc1giiEFJWEQKLA/0cD/P3dw7R0dgb8fZpOYlse7xqzs9LY+5wJNhYuaWQo+9epL9rOPiGKpw5UMOOJ1cTl2RfNAk4vyzTMzFGw/Agr9RfYVt6Do/mFFOZkMzhjmYu9XVzsruNZ6z2mwPcAB5FxqvIdDnH2NfawNa0HHZn5fPd80cZ83p4qbRq4Z5UGHR6iTVbCymrysIea7lr7sViM1K+OifoY4srMsgtTEGv1yHpA8FDqPdTVVWS0xzoDbo73KrTsuJ54Xd2E5dgC2tWnpzm4IEnqzCaA48XxUALU05BMgaTDlESMUgimXmJpGTGsXJDPh63L2DSp6p3zY2bzIa71o6CIJCaGcfTX9wSSMSY9KRnxaMCsXHWm+u62Dgr67YVUboqC5vdPGt1qCV19XNPeDm17yq/+uuPaK3vRpEVTu+vprd9kCe/toMtj6yc0z7sjsZePvjlCU58cJmh/jEmxt184Q8eISUzPmrHkKTpVSx0c1Cx2PfqaeouteJxeWmt62brY1U8+61di0oBIxSKonD+UC1Dk7rTEAgIOxr76G4doO5SG+/+9CiFK7NZs6OEivX5xKcEz5hPB0EUiIm30t06EFIyWG/QYdVmBhYGFZpqOvmbP/41ohS4iegNOvQmHQaDDr1Rj8GgQ9RLgWzVZBXxpq64CEw60S4W9EYdO59eS17p3M4bzBeCIIStWOj00pwOTSuyQnfbIO3TCCwefWkLqdkJy65F935C0knkFKdTtbWYfa+eDrltZ3MftRdayCpMXTQzYJIosiIxlT/f9gh5sXEkmCzEGc3Em8zkxsTRnjlKjNF4lyv0Y7nF2AxGUi02vlK2mniTBatezzcq14OqkmK9t9vzYiE2zkps3L2N40IhCAIGo/7mXF+kj4mNv/tYRpOe1Iy4ezzibvQGHbHxd16/gp2HXi+hv22WYzoYjHrik27tMy5IF4LBqCd+Gq9BKJZMYOEcc3Hk7Yu8/Lcf09M2cLMvzev2ceNqOz/5H+/Q2z7IIy9sJiFKi8Tbj33yo6t8+KsTNFxtxzXuRlXh0FvnySpI4eEvbMIWO7M3/dOIkogoRb5iuVfpaza0N/Rw6uOrTIy5UVWVzuZ+3vvno1w+Uc9TX9vBjifXTGu4fCFou9FL07UO3C7vXb+T/QqDPSMM9ozQ1tDLmQPVJGfE88RXtrHnufVROb7VbkYQAoOAwZB0otaDvUCoBHrnG2tuSToLwmTLlRj4IwZ+MBlMfKrFaxEFFFPYHVYee2nrQp9G1BAEIawwhU4v3aXKEk1GBsZprevCNe6JaPu8sgw2PbwCo0n7Xi91ktIdVG4q5Oh7F3FP3H0fmUL2K5zeV83anWWLJrAQBYEks5VdmfkYpFv3akkQiDdZcBjNN7e7nYqEFERBQBKEO/wqSiZbpRYD7Q09fPTrU4wNO8NvvAQwmgys3FzIlkdXLfSpRJVFH1ioqspAzwhv/dNhPn75FCMDY3ct2BQ5oNbx+t8foK9zmOd/7wHSchJnXZr0ef1cO9vEOz89ypWTNxgbdt4hyeUa9/DaPxwgqyiFqm0lUcmeiZIwLUWRaLd/ffirk3Q2992RbXeOuam71Mo//qc3OfTWBZ75xk6qthYvWuWTy8fq6GkfDCsx7XF58Xl8JGfEUbmxMGrHt8aYAivVECcgSqLWLrGIUNXAtQZlrnXJo48gCOSVppOQGt2EykIiCELYwFuSpEkt+bmhr3OYpkkX+kh49KUtJKU7Fu11USNydHqJ7KIUCioyqT7TGHLbq6cbaGvoITU7YdEk3URBuCOo+PTv7kWw7RcTIwPjnPr4Cj1tgwt9KlHBGmsmJt6qBRbzicft4/Lxel77/n5qL7TguUcG+nacY24OvHaGge5hvvJvniCvPH1GJWmf10/D1Xbe+9kxzh+qZWRwHH8Q58bBnlF+/t33SctJJCM/edbBjCAEBsLDZbynmM3k/qe5fqGZ84dqmRh33/U7VVEZ7h/j3MEablxuZeWWIp782nbK1uQtmt5SALfTw5VTDQz1jUW0fVxSDF/8zmMkpjmidg5Gkz5sm4woiYvmJjRXeD0+ulsHIn4v5gKdXqKgIiNsW81SRtKJVG0vWZTKNDNGAL0h9PMJtLHNzXNWVZWe9oHIjEqBopXZVG0rXhZVyKG+MX7xV+/T2zG00KcCgNlqZMMDlex5bt28HVMQBNJykyhblxc0sAhsk8iKTYWTw9tLLymx5BAEFEXFs0zmE41mw6JaP0WLRRtYKIpKV3M/P/2f79JY0xFSleN2vB4f5w/VMtA9wrf+v2ep3JA/7cHM+stt/OA/v0n95dagAcWnt//NPx3iS//qMWLiZ9+HKE62Y6ghdLSnkKZhCR8KWVb46NeBakWo66PsVxjsHeXIOxe5eLSOdXvKeOHbe0nPWRzl0mvnm+loCq3iMoXJYuCRFzezamtR1KzsAfSm8H2KoihENShcjIwOOnn9Hw5w+O0LC3YOMXFW/tNPf4fsotQFO4e5RpJE1u4sXejTiCqBBEu4wEJA1M3NTXlsyEnTtU5GhyJruXj4C5tITHMsi0WCoijUnG2iubZroU8FAcgqSuXFP9w778eOjbOSW5qOLdbM+KRRo9GsJ78ik3U7S1m9o5T03CSMZj16g25JqdZdPlHP0Xcv4vP6sTssmG2mSSELAwajDp1Bh06vQ5Juaw2dBSqBYH3K9FT2y8g+Gb9fwefx4fH48Ez4cDndjI+48Hp8PPPNXRRUZN6xH1EUlpUZ5dR833Jj0T4jQQgo53z7L77AP/7nN7l66sbNuYpwyLJC47UO/ufv/5Tf/rPn2PBA5bQ8DAoqMnjkC5vobOplZDD8jUVRVN7/+XFK1+Sx/Ykq9LOUMw1ULEK30kwRDbUmVVU5s7+ayyduhOwnvR1ZljGa9VSuLyA1isPrs0FVVC4evU5360DYbUVRoHhVNs//zgNRz/QajOE/a4Kw/OVTRUlE9isR96jPBdbbvDOWK44kOyVVuQt9GlFHF6bNSRTnpmKhqiq9HUPUnm+OaPuytXms3FS4qD1ppoPBqEdViTiZN5dY7CY2PFhBVsHdJnSqqgbaF6dukwIBM7hPXXpnei8WRIH0nEBFwufxs/GhSlZvLyEpPQ5JJyJMdhZEM5i8Q/Dj5lO7UwFIEIVZH3OwZ5Rzh2rpbukPzJIBU/+Zz9g48HTVO/+tqlhizDzwmbtnHsVlthAXdcvr+UyxaJ9RYOEFBSsy+aO/fIFf/NWHHPzNOXyeuy3Q74kKg72j/O9/9Qu+9afPsvPpNVjspoi+kAaTni2PrmSgZ4SX/24fnggW27Jf4cd//jb5FRnkFKfN6ss5nQuHGIVF8djQBB+9fIrOMIZAUwiiQFZhCt/8D8+wbvfi8WHobO7jxpV2JsbubuX6NDHxNr71/z6LcQ4WA5H0WE+1vC1npmv2OBfojXPnWbIYEARYs6N0WoIPSwFBCJ80mZyvjzqqqgbU4y62hN1WlEQefH4DSZlxy+ZzZjTpo1rBnQ3xyTE88vlN97ymelw+mq510NM2gNlqwmwL+A8YTAFlHYMpUEmYeqxw539uEeKppucl8ft//vk7uh48Hh/MJFei3uMfn1INVWQFr8eHx+XD4/Le+tsd+H+jWc/KLUWzTpioqKiKetNoeLGhyso9z0qSRPRRUi5aDIiSOCfKngvNon5GUxfq1OxEvvrHT5KY5uDtHx9hfMp8LALcE17+7k9fYWxkgr0vbiYmzhpRNtnusLL72XX0dQ6x75XTEbVE9XcN84v//QG//98/jz3OMuMbzVQrVKTbzgbZL3PoN+eov9QaUYZKEASyClL4nT/7DKu3l8zq2NFEVVUuHa+PSBpSp5fY+9IWClfMjZFVRAGDwKRs6fJFpwvItS4kBuPdiySBwAXdbDVOftfEm9+5qQykLCu4nV68nuC9vJIuMCczFwtKRVHxe/1hq7SCILB2V9myWdTeTriK3qfNGaPFcP84teebcUaQoChdnUvZ2jzMy2iGR2/ULQrfIqNZT9W2EtLzku75e+eYi/2vneHdnx4NuZ/APNukyZn+NuloUZizz9C9mWwDklUURUGd+n9ZCRidyUrY73t+RQZ/Upx2X1Ri74UoimErmXqDLmot4rNFVQk5GyxF8HyWIos6sLid+OQYnv3WbmLirLz6/f0M9oyG9Am4Hdmv8OO/eJuxYSfP/daeiM1s0nISeeQLm+nrGObC0esRLbyPvnuR9XvK2fPc+kC5dAYXrelULGbzBVJVldb6bo6+F8YIaOq8hMBr8o0/eXpRBRUAzlEXNWeb6O8MP3CYlpvEc9/aPWfnEnE/6jJcDN6OpBcXvGJhuC1jeRMBUjLjeek7j2J3WLE7LFjsJqx2E0aTHoPJQF/nEG/+4CDH3r8UdN8FlVmUr8u7y4wpGowMjnP+UG3Ytj6jxRhVRbNFgyCE/+zMUbWir3OIq6duhN1Wp5fY8dTqqPoYLQYEQUBn0EUsIDJX2B1Wdj2zdtb7UWQFr6wAEXY7aCxaBCn0bKIoiazfU05OSdo8nlVwZL/Ma39/4A410dsRJWFZmrMuqWdkd1h46PMbMZj0vPq9/Xf4WYRFhde+f4CJMTcvfefRiL0uiqtyeOSFTfR2DtJW3xPRY3723fepWJ8fNNMSDnEaWZTZ9Om7nR72v3qaG1fbI9o+IdXBi3/0CBserJjxMecCVVW5dq6J5trOsJ8HSSfy2d/Zgy32/sz4zCc63SJohTLdHVgIgkBqdgKf+e09QR8n++WwPfNla3L47O/sISHVEY1TvYPq0400XesMG1iUrcnBFrM49POjiUAk82PRzzb7vTIdDb001IRXgypckUX5uvxF418QTabmBIMl70RRICbedk+TsHC4JrwM9Y7i8wZf6EuSSE5JGmVrcqe9f43liygKIdUUdTqJ7U+sjkpAGg3cLi9v/egwsv/eVQtBFBe8qj8XLKnAAgLDmLufXYfeqOO17x+gvaEnaDR4Lz74xXFUReXFP9pLUnp4h0RRFFi7s4z2hh7e+MEhxiJQCenrGOLlv93H7/2Xz85IfnCqJSOibWd4Y5X9MucO1XL2YG1EMwl2h4WnvraDBz6zYUbHm0s8Lh+XT9ygoyF8G1ROcRrbHq+a+5PSCMiB6sTAKjFEvOdItM0oQA4Mhrvxhpi70hv0M1I0EcSFHa4f6BlmfDh8y+faXeXLsg1qoRjsG+XisTr83tCtr3qDji17V5KWkzBPZza/6A1SICAPkqgx20w88ZXtPPdbu6a97zMHrvGTv3g75Eyf0Wxg59Nrlr3AxUIhIAQW6YZAa5goiYh3tITeMge9fbhb9iuMDIwH3a8oBowtbyZlpmZIJv8z5Rc0NXSvqIFZj8C8h3JTNUoQhXsWJEVRRFpGMu2iGEFldgmy5AILCOha73hyDQajnte+f4Cmax0RzUBAoLT78cunkGWZF/9wLylZCWFvzBa7ie1PrKbtRi/H3rsYciEzxcE3z7L1sVVseGD62f1pDW/PcMaiq6WfT948S1t9d9ht9UYdu55Zy7Nz2D40Gxqq26m90HxPp+3bkSSRZ765C9My1Y4OhqqqjI+4cE94iEuKmTf/DEEIZJekSXWoYDz19Z3EJtim3dky2DvKyY+ucuNKW9BtDMZ7tEJFQGC4fuE+I/1dI2HdZXV6iaqtRfNuyCbLgcWFNwIt+ak2s6XwfVMUhd72QS6fqA+7bW5pOhUbCrDFWubhzOafcMqGwqTPiNk6/WpNX8cgLmfo6WdHoo11u8unvW+NyIhLsrNicxGFTjdmqxGTxXhz6F2nF28Kb0iieEeSpadtgJf/dl/Q/drjrGx8sJLSNTm3BRHcDBzUycDB71eQZRm/L/DH5/Hj8/hwu724nV5UVcXmuPu7JYoC+mXUOhQILJZf8Lxk3yGjSc+WvSvR6SRe/f5+blxpizi4kGWFT944h9+v8MK3HyEzAmO7zIIU9jy3js7mPuoutaKGabnxev386q8/omhlFnFJMRE/L7i3ZF6QDWc0fDY+4uLQb85z9WRDBMOhULW1mJe+8+iiNHTzuH1cOXkjIs31rKIU1j9Qft8543pcXk7tu0rt+WYeen4j+RUZ8yZxp9OFDyx2PLGG9LzEaX+OW+u7aa7tDBlYzFQVShBBWKBsqeyX6e8auqmdH4z0vCTScqb/us0Wt9PDvpdP0VTbee9q1OTPJElkx1NrWL9naSwQXeMe6i62hHX11RkkNj5UQWb+zFpdlwJzKUrQ3tgXskqu00us3l5CXKI96se/F8K9lKJmRWAxfffrpy7ozMrtrNpazKqtxdN6jCwrHPrNuZDbJGfEsevZtazeNjczmIEgZ/ncvwVx4ecQ54IlG1hAIKuy4cEKFEXh1e8foLG6PeLgwu+TOf3xVXJL0nj+dx+M6LqycksRO2/00N81zED3SOiNVbhxpY0Pf3mS53/vwWlFpYEyYASSpTNYIPu8fi4cuc6x9y9FZP6UW5rOV/7tE8TETb+Xdj5orevm6smGsG0jgiDwyAubsdrNSyJ7Gi0URaXlehf7Xz1N9elG+juHeeabOylZnTsnQ8efRtKJiJLEQg1O6vQzrFgwe1OomTI66GSwdyzstWzNjtIFaQvwef3UnGvi1MdXQ25ntZsoW5u3JL5vqqoy2DPK6f01YbfNKkylckMB9kV6TYwGOp00J8PxztEJetsHQzon6w06tj+xOuy+dDqJxDQHhSsyA9l1KbBIE6WAlHegvUe4s73ntm6A29t9ovkZHRl0Un26AbvDQlpuEgkpMTfnVaZaf7itJej29qCpjL4sK/f8Oz03ecHkSVVF4cbl4EkcAEdSDBm5cxdwLzX/p3CfqoVuuZ0rlnRgAYGL0KaHV6DICq/9/QEaazoimrmw2E2s211Oxfr8iBceBqOerY+t4sbVdo6+ezFsK4DP6+fDX59g3e6y6UmbCkR0UReneeVXVZWWui4OvH6G5uvhM/wJqbG88Id7yS1JW5SLA4/Ly+XjddRfaQ27bWp2AhseqFiUVZe5ZHzYyblDtdScacLn9XP2kxqcYy4e++JW1uwsjUh+eTYIorCgsrqiFFmQfhcRfgfngt7OIYb7RkNuIwiwenvJgmS7BFGIKCi1xVqwxiwNkQSfV6alrovrYbwrdHqJdbvKyC5OXZTXxGghzlDRMBxt9T2MDAbv0QdIyYqnNIKhbbPNyJa9Kylbm4fBpAt4Vxj16PTSzT9TjtiiJCKJAqJOvM2ANsDUgHq0nu/Zg9eov9yKJcZM4YpMytflk5GfREpWArYY880A4pYTtYqqBuYLZL+C3+vH5/Xj8/kDLUJePz6vjM/rx2DULViST1FUblwNHljoDIFALz5CYZyZIIjCnJhizhXhClSiICwKaedos+QDCwgEF5v3rkRRFF7/h09outYZMrhwJNp54LPrefKrO6YtFZicEc+OJ1fTfK2TxmsdYT85A10jvPWjw/zuf/5sxBniyXmp8NtNMxPb3zXMgdfOcPl4XdhWLqPZwONf2sb6PeWLtlTXdqOHS8frGY3AHX3XM2uJS4pZ1ouBT+P3ydRdauPIOxdv+jHIssLVUw2MDjrp7Rhi22OrSM1OmLP3eH514u9GFMUZBggzDEiiQG/7IINhAou4pBjyyjIWZA5EjDCwsMaYl4xi0tiwk1P7robUnAdIzoyncGUWJosB98TcO8pPORFPXa1VRb1r4PWu7LZfwe+Tkf0ygiAQnxJDfPL0FntzlUVtqu1kNERgIYoCGx+sjEj0xGDUk12USnZR6rTOQVVVPG4fA13D9HcNMzrsJKsgJWoSpR2Nvch+mfYbPbTf6GHfq6cpX5NH6dpc8soyyMhPIjkjDpPFyOK8s96Nqqp43T6arwefybQ7rGTmJc1p8k5cYhWLcAji7L3IFiPLIrCAyWrCo1Uoisqr39tPa133PecHkjLieOLL23jiK9ux2GZ201u5uYj1e8rp6xxiLEwLzlSW+MKR62zZuzKi/QcWYtFthRofmeDY+5c4+u4lJsZD3xAFATY9XMnDn9+E0bQ4XS5d424uHa/n+oXw7rgJKbFsfnjFon0uc4GqqvR2DHLwzbO03KM61VrfzRv/cICOxl52PbOW0jW5M/4+hEKchhDBXCAGURcJywJVLFRVpbd9kKHesZDblW/Ix2IzLshrKwgCpggM4UxW45IwjpNlhe7WAS4cvh52W0GAS8fqaK0LL3oRFW5rlYFbQ7DKpMma7FeQ/TJ+vxwIKPzyrYy3x4/FbmLn02vZ+uiqaR02YCIX3aciywrNtV2MDgW/Z+r0EpsjvE9Gis/rZ7h/jJGBcUYHnYwMjNPTPkhbQ2DhP9Q/xp5n1/HVP34yKsfraOxFvs3zyjni4swnNZw7XEtSuoPiVdkUrsiicmPBkmkVBOhs7g+pihkbbyOrMGVuTyKssWwgaIzE3HI+8Lq9IedqllprV6Qsm8ACwGDSs/WxKjwuH69+fz/dLQN36HAnZ8bz2d99YNYLZrPVyM6n11J3qZXLJ+rDtl6NDU/w/i+OU74uD0ckA2lCZHKzkV6QPC4vF4/Vse+V0/RFYCBXsCKLp7++E0eibVFe9FRVpfl6N2cP1EQ0J7LhwQpSshOW5Rc4GM5RFyc/usrJj68G1aIfGXRy4PWzdDT2svWxKjZOvk6hDIimy3QUzuYCURJnZEQYadUw2ridHno7hpgYCz24XbW1GL1xYS7fkbZCmcwGjObFH8y7xt2cP1zLQE+YuTmgo7GPjsa+eTir6JCQGsuKTdM3UJxyp44mQ72jdLf0h6wKZRSkkFeaHtXjDnSP8M5Pj9Ba381QzyiDvaMM9Y3eXPCJkkDNmUYmxlxYouBo3dHUd881gSIr9LQN0tM2SPXpRgxGPWVr82Z9vPkinGlkfLKd7OK5NqYLfT/x+xVOfHCZ9obIPMfmmqnqYUgW3xJr1iyrwAICN7OdT63BNe7mjR8cvDlknZwRz+d+70Ee+tzGqNyQc0rS2P5EFe0NPfR1DgfdThAFktLjyMxPjtgpXLjtvyG3i+DCL8sKN6628+5Pj9JYHd70KTbeylNf3UFeWfqibYEaH3Fx8dh1rl8KX62wxprZ+uiqOcnGL1Z8Xj/XL7Tw4a9O4BwNvUCV/TI1Z5vobO6nubaTz/2LB8nIS46acpYgiAs7YyHOPPO6EAou/d0j9HUNh1RrM9uMlFTlTLvlwOvzM+7yYtBL2MyBwKB/eBydJBFjNQbaxiJAFEVM1vCtKkaLHsMMfHzmE1VRGewd5eg7Fxf6VBYVQoSfhenQWN1BfxjRk00PVUZ9OFmnl7hw5DpNNR33/E4rskpvxxA3rrazcnPRrI7l8/rp7xxGkYMnGwVRICUrgRWbCxdl4i4YF4/WBf2d0awnLSeJhNS5m6+AQLInVOuQIiuc2neVU/tCC0ssFha6VXiuWJYpXGuMmQee38AjX9hMTJyVmHgrz/3WbvZ8Zv2M5Sc/jSgKbHp4BUWrsoNKdyakOtj74ma++sdP8uw3d0VWrYCI2zAiN9EDo8kQNssoiAI7nlrD2l1lMzL2mw8URaWxpp1TH13FFaalC2DlpkJyStLum6FtRQm00rz382PTatcYHRzHPRG6v3wmLHjFYoYB0k0Tp3mmp22A/jBVxbyydOJTYiMOBAB8fpnrLb0cu9RI/6Q/xoTby8FzN6hp6kYOM3N1OwEPg/CLv8Aw7eLOXXk9Pq6cuLFoMpyLhWh/ZVVVpf5KGwPdw0G3kXQimx6qjPqxE1JiKVyRhd4YvHo2Puri4rHgC+dI6escYmI8dBuO3WFh3Z4ycqM00zEfOEddIWW9Y+JtFFRmzNN9dnktxJdjYLG4r/qzwJFg59GXtuBxeXEk2tn93DpMlugao8UlxbDjyTXcuNxGb8etxYDRrGfjQyvY8shKytfnReTwfTuCEFlfeCTPRZJE8sszeOEPH6H0SC4nP7pCY3UHPu/d8p9la3PZ89x6YuMXZwsUwFDvCGf21wQG58OgN+jY9ngV9rjlaWL1aVRVZXzYyQe/PMG5g7URP04QYM2uMp7++s6AYWQUh8nEKEs5Tvv4MwxsAqZOc3BCYehpH6Q/RAUUYMWmomm3GAWkLsHj9eP2+lBVlestvTR0DJDosIb1s7mTyJRZ9AYdukVsZjVlHHng9TPTfP7Ln2gLF4wOOmmt6w5ZQc0rSyezIPo9+oIosHZnGac+vhpUydHl9HDtbBOjQ85ZqS41VnfcFMq4F6IokFWYws4n1yzajoB7ceNKW8h5UkeincKV2fN0NsvouxqhZdlSY/Fe9aNAYpqDJ7+2A4vNhDVmbvwL1uwo5dh7lxjqH8Pn8VO8Kps9n1nP6h0lZOWnzK0ZW4S7NlmMFK/KJj03ifK1eZw7dI0TH16ho7H35g3V7rDwyOc3k1OStmidIP0+meuXWjn+4WV8EbifZ+QnkVeegSFEpmo54XF5OfruRfa9cjqsus3trNxSxLPf3EXRyqyoG+cJ4tzIVkbKjOdqFqBi4XJ66GkbZDSE47YoiVRuyMdoml5FUSdJpMTbGB4PLA5auoYYGHGSkRSLfZruyYJARNcInV6HfhFXCmW/TM2ZRupDZGLvVwSRqJYtmq510tXaHzKA2/jwCgym6HQUfJrKjQXYYs2MDNxbkUqRFTqb+7l8vJ5tj1fN+Dj1l1pDytDbYi1sfLCStNzEGR9jIbhw5HrQ907SiSRnBNq954OFSPjMJcsoTLrJsg4sgGnLyU4Xu8PCA59dT8v1Lio25LPz6bWUVGVjNM+iOhJpK9Q0Yl1BELA7LFRuKiSzMIWKDQWc+vgqpz6+ykDvCJsfWcmqrUWYLIuzBQoC2dyj71yku3Ugou0diXaMJv2irb5EE78vMCvx+j8eZLg/tKLQ7ZSty+OZb+yifF0+hjlQzZoypVooBGFmKaGAyuf8XvIHukfobh0IKQaRnpNIak7itIP/gFHYrcf0DI7R2T9K39AYflkhIymW1ISYiPcXyfH1BmnRtiCqqorb5eXDX5+MKElx3xFh1TwSVEXl+sUWekJct/UGHRseqJg004w+jkQ7WYUpIb9fw31jnPjwCuv3lM+oFdjr8VF3uRVvkM+TIAqkZiew/YnV02pjXGj8PnkysLj362aNMZNfnjEvhqsL1aI6Z0zKSS83ln1gMR+s3FTIb//Zc2TkJZGUHhcF9aG507oURYH45BjW7iwlpySNqm3FXL/YwqaHVpCQ6li0i3CX082l43Wc/aQmrAfH/YaiqHQ29/Hz735AR2NvxI8rWpnNs9/cxaqtxXMXUC70x2mmg9uTDrih8Lh9d8hKzpbejkF62kMHzWXr8mbsHi+JAiaDHr0kUZSVSFKclZrGHqxmAxZj5O+/IETWCiVJIuIirX6qikrdxVaqTzcs9KksSqL5tR3oGaGppoOxkeCtNEWrsknLTpgzJTZRFChbm8fFo3XI/ntXc70eH43V7Vy/0MLKLdMf4q4930xXc3/Q64bFZmLDg5UkZ06vNXqhaahup6ulP2hq3ZFgp2J9/ryci6oSNMCBQJEtJSsBu2NxtD8HZkI7gq5ZlmlcoQUW0cBsM7Fqa/GCa/ZPB0knkZIZT1ySncoNBVjspkWdXWxv6OXjX58M6xtyv6GqAVWbH/7X31B7oTnix+WVpfPMN3eydlfZvGSalhpTLrih6GzqwznigozoHLOnbTBsNa5iYwEW28zerxiribKcFPR6CbNRT3yslUSHDUkUME8jsCDCVihBFBdtZtbnk3n/58fDChY4Eu2s31NO4cqsOTmP1rpuDr11nvEQ17XClVls2FOB3WG56drs9ysosox/Us7S7/Xj9fgCDs0eHx6XD7fbi8VqnFMn5EhorOmgvaE3ZEJo08OVGE33rvL7vH76u4aR/QpWuwmT1YjBqJv2jEL5unz0Rn3I97y3Y4gTH12hclPBtD+7R9+9GNxVXAhI/+5+du2svhN+n4zX48Pr9t362+3DGmMhJWtuujNOfXwVj+ve7V2iJJKcGTdn349Po6oBp/Jg6PQ69r6wmbW7yublfMLh9fj5d1/4G7zuIFXR5VaBmUQLLKLEUrVlNxj1GJIX9wzCcP84R969yI2r7Qt9KosOl9PDP/3XN7lw+HrYDPsUWYUpPP2NnWx6qPK+kuGdDqqiIMuh9cebajsZHhhHVdVZJxScYy66W/tDLjBj4m3klqSFVLcJhV4nobfduRiLmeZ8xRSRVGUFYWG8QMKhqipNNR2cO3gt7LZFKwOePulz1BN/+kANR965EHKb3JI0djy1mqS0OFRUUG+1hAREBiZN86bcuGUFWQm4cAdaYGc+jDxb/H6ZuoutdDYH9/4wWQys2VGKznDvQGF00MmbPzjI1dMN6HQSkk5ElET0Bh16ow69XodOLyFOem8IN00x7/zwuSbcYd3SXU43x967xHD/WERVuSlUVeHSsfqgs20CMD48wc/+8v0ggUXAUX3K+FCRlU/9v4LPJyP75Mn3N/A+K4oCKmx/cjVf+P2HIz7fSPF5/Zw5UBPUi8EaY6J0Td683UdUVQ1TsQhI+RaumJ9AJxxulzdkIHm7+eVyQgssFiEzbAtflvi8fq5fbGHfy6fxe8MYzdxnyLLCT//nuxz/4Mo9Vb7uRVpuIk99fSfbHq+KihnUckWJoBVqfHiC9sZeStfkzrrq0981Qmdz6OHWopVZxMbbZiyhG00iMvBcpBVcVVF556dHcTlDLzLjk2Oo2lYyp3LVgiDgdoaumsTEWbE7rFjsSy8J0NnUR2NNe8jXunx9fsg2XL9Ppqd98C4fJkG4JQ4hCLfmqYL5QKmoYedpVBX6u4Y59t6laX12VVT8Xn/QthZVheGBcY69dynEHrgZNAYeMxlEciuAvBeCKFCxYW5aka5faKGvYyjo4jcmzkbV1qJ5+56rChEn0JYCgQrM8nk+U2iBhcaiRVVV+jqH+M0PDzLUN7rQp7OoUFWVV/5uH/tfjVwBKjkznqe+uoPdz67VKhVhiKQVSlWh8Wo74w9Vzjqw6OsYpLMptKNz2bo8rDFLJxgUF3hwPxitN3o4+dGVsNvlV2Sw8cGKOQsqZFnB7fKElCcFsNrNi7ZNNRw3rrTRXNsVcpuND1ZinoEUvKqCOgeLMlVVI07UTAdFVvAusUXkqX1Xg1Z5REkkJTNuXqsDqqpGda5toVGV5fV8pli0/Ts+j39ag6gay4+JMTeH377A1VPagOWnef0fPuHNHxxkfCS0s/YUCamxPPGVbTz8+U1YbKZFmUleTCh+JaLFRTh990hQJ00NO5v7g26j00uUVGUvraz1Iv2I/eafDjExFtrELCE1ljU7SknNmTtZUL/Xj2ssvMmnNcYUdRno+WBizM2NK+30tg8G3cbusLByU+F9Iwm+lBgdcnL2k5qgga/VbmLFpqI5URMMhqooYRM+i4lwl8BwMyNLlUV5tfK6fRx88xw/++77bHyogqe+upOsougb50yH7tYB6i+3RryQmw2155vDZrEgUCL+6Ncn58VoZ0ptYfX2kjk/FgQ05htrOnjjHz8J2t95v/LWjw7x6vf3B9Vk/zSOJDuPf2kbT3xpGyarUQsqIkCW5YgCi5a6bob7x1AUZcZDmSOD47Q39oXs/7bFmqk+3UhfxxDTXbHHp8RQvi5/0SilLCSt9d0ce+9i6L5mISBusPWxVXM6O+fz+sMGOAC2WOuSDCyar3fRWN0eMiNbta2Y2ETbog1C72dO7bvKYO9o0PYum8PChgfL5/V+EqgkL531QLiQQVmmFYtFd7VSVZX+7mF+/lcf0Nc5xPs/P8Gpj6vZ+dQaHv3iVlKz4yd7Kuf3StR8vYtXvrefltrOOT+WLEcWlXs9Pv7hP70xL9dkURLZ+ljVvAQWqqoy1D/GT//Xu4wOBjcLu99QFJX3f3aMX//Nxwz3ReZVEZtg4/EvbeOZb+3CNBtvlfsMWVYimunxef00VHdQUpUz4zal/q5h2m50h9xmZGCcV7+/H3EG79+6PeWUrs6d0bktJ1RV5fW/PxB2MZ+UFsfGh1aQlDa3sqBejx/nWOhEld6ow2I3LlrT0mCoqkpDdTuNNR0ht9v4UCWWGcona8wdiqxw5O0LQZ3SdXqJ/PIMckvS5/W81AhaVJcS6hILlCJlUQUWqqoyMe7mF3/1wc3yqeyX6esc4rV/OMCht87x0Oc28tDzm0hMdyDp5s/VV6cTQVWDmt8sFPNl7iRJ4rwMjaqqisvp4d2fHtNaoG7D75P56Fcn+MVffcBgb2TzJrEJNh774lY+93sPojfOjaPtckXxK/h8kX23as81seOJ1TMKLFRVpbdjiLb6njDbMSPxAkknYYu1EBO/cMpAi4X6y22c+PBKyIWJKIkUVGay48nVcz4f4vP4GA+ycJvC7rDMzmx1gejrHKL+UmvINsHU7ASKVmZjMIZehggC6HRSoGozNZw9+XoE/ppUgbrXSxRFo7/5IjDEfXeuW52c7r75q0lVMEEUot61UH2mkda67qDfFVusme2PV0XBs2t6KGpkC/GlorSkKMqy7MhYNIHF1HT82QPX2P/qmbt/r6j0dQ7zi//zIUfeuciTX93Olr2riE2wIumkOb/w6o06dPpF83LNPwIzciOdDlOfgZqzjbz+9/uXp9f9DPC4fXz0q5P86m8+nFZQsffFzXzhDx7W+pdngN8v43WHb0cEqDnbyOjQOMmZcdO+Dvm8frpbB+jtHJrJaYbFGmMmNTthyS1Mo43fJ/PK9/YxMR66WpGSGc+up9cQE2e9Kek6pRCmqoEEU7QWcW6Xl5GB0JVHu8M6rz3s0UBVVZqudVJ3qTXkduv3lBMTZw372bTGWnjwcxtZvb0Eo8WAyWzAaNZjNBsm/+gxmgzodAHJWVEKGDgG/g5I04o6EVFYvFWfKX8SeVJaVpYnZWXlQIZekWW8Hj/uCS9ulwfPhBe3y4vb6cHj9pFZkBy1c1FkhaPvXmR06N7dAoIAcUkxrNtTHrVjRooqqyEX4ioq4yMuBnsWh9iL1+0LGeQoslaxmHO6Wgb4x//8RuiNVGi70cPf/9kbHH77Ak9+dTsrNhdhj7XMqXKG3qBDH0Rn+/5AmJcFak/7IN/709cWXWVooXA5PXzwi+O89vcHIr5YxibYeOhzG3nx23u1oGKG+H0ynggDi+H+cVqud5NdlDrt4HuwZ5SW611z5iZvizGRmp0wJ/teKqiqyqVjdVw9eSPkokTSiWQVJlO6NpeB7mF8PpnxkQkGukfo7xpmYtzNqi3FFK3Mikqg5nF5w85J2R0WjEsssPC6fZOmeMGrcDq9xOrtpdhiw1f5rHYTmx6qjOYpLloWwzvd0dTHpRP1QSWCDSYDGx6owLoAcuWKouAPUXH0efz87Z+8zN/+ycvzeFYzJ9zzWaosmsDCOerih//1Nwx0j0S0veyTuXqqgRtX21m/u4xHX9pC0cpsLDbTnJTndPrpO30uJwQBDKa5/bg4R1385C/eCSu7GTifQE18rhZkC42qqjjH3Hzw8+O8+cODkX0vBIiNs/HgZzfwxe88uuQynYuJQGARmYwvwJWT9azdWTrtwKK/a5jmOZzbssaYScueO2WjpYDL6eGtHx8JK7whSSJ9HcP8r2//jMGeEYb6xu5YXOn0Et/4Ex2FlZkIUjQCC1/YwMKRaMNkmZ2U8XzT3tjL9QstIVvOCiozychPur+7ABYhsl/mwOtnGOgaDrqN0aSnfH1+xNXz6WC1mzCY9EEDd0VRkSNsUV0KBJ6PVrGYE1RVZd+rpzmzv3raj3U7PRx55yLXzjXxwGc3sv3xKjLyk6LelyrpxCU3QBdt5jL77fX42P/qmbAutBCoHsUm2PD7ZIb7IxtiXkqoqsrooJMPfnGct39yJOJgOybOygOfXc8X//Vjc962ttyR/TJeV2QVCwj0JI+PTuBIskd83VFkhb6uIdob5k5W2xZrua8rFqqicuKDy9RdbAndyywEBvabQgR5fp/MQM8IzjH3rBW2VFXF4/IGbTeZIjbBjsmydL7LsqzQWtdN/eXQbVBrd5bhSLDP01lpREpXSz/nD9WGDMI9bh8fv3yKfa+ejvrxn/rqdirWFwRVCVMVdVll+AOO6ssnUJpiUQQWqDDUO0pabiLdrQMzGmbp7xrh1//3Iy4evc6jL21h5eYiktIdUZu/0OmkiKQHA4NUIktpZMzvlyPK/OvDDNnNFNkvc+HwdX7+v98PKm03hSgKFFRmUrEhn0vH65ddYKEqKgM9I7z3s2N88MsTDEWYFYqJt/Lg8xv50r9+DJMWVMyKgEGWHLHxIEBnUz+dzf2k5SRF3JLpHHXR1dyPz+ufkZxooAc7+E1Wp5eIT44hNt427X0vFwZ6R/jwVyfCLuDtsRbSc5O4frEl5Hb9XcOMDI7PPrBQVFzjnqCqO1M4EpdWYDE6OE795baQbZsGk57SNTlYI2iD0pg/ZL/M4bcu0N02EHI7j8vL0Xcvzsk57HhiNSrB1YeX27BzQH1QCyzmBEEU+OofP8mqrcW885Oj1F9upb97ePrDu2rAgr7lehebHl7Bns+sp6QqB1usZdaKRpJOjKjFKjE1ltK1eUuqbarmTGNIEyMABOZES11VVeovt/KD//IbxkbCG43Fp8Sy46k1ZOYncel4fdTPZyFRZIWe9kHe/skR9r96OmKp3dh4Kw99fhNf/M6jWqUiCqiqitfjm9acj6qqXDlxg4r1+dhiI1t0+v0ysfE2tj5eNaPzbKntpDnEfIbFbiI9L2lRul/PB36fnwOvnaGlrhslRABmMOlZs6OUtbvLqL/cihIiydLfNczIwDiZ+bMblvV6fAwNjIVOpAjgSLAtme+0qqp0NPZRc7Yx5HYGo47RQSc+rx9piTy3+4Guln7OH64NG4TPJWarMWRKVpFV/Msow6/ICr4ZqP0tdhZFYAGBnvnV20soqcrhkzfOcuit8zTXdjEewWLz07gnvBx88xy155t5+Aub2fhgBVmFKej0M69eSDopomChZHUOf/g/X8BiWzoOuX/+L34SNrAQEOYksGit7+FHf/4Onc19YQNJs83Ihgcq2PnUalqud0X9XBYS2S/T3tjLWz86zOG3zkdsxBgbb+WRF7fw4rcfWTILkMWO3ycHHVwMxaUT9Tz19Z1YYyLT5Y9LiuHxL2/j8S9vm8lp8r0/fZW2+h78yr1vTBabiYxZLoCXMk3XOjnyzgXGQi2UBEhMdfDEl7dhMOlxJNlDZtu72wYY6htFVdVZVcLdE96QfewAJrOBmLilZY7nHHWFrbKOj7h468eHScqMp3xt3pyKrmhEhsft4/DbF2hv7F1QNUaDWR/SLHG5VSwCgcXyCZSmWFRXLEEQsMaYefSLW1m1tZiPXz7F6f3VtDf0zMgUpbt1gJ//5XtcO9fIg5/dyIpNhTgSbTO6IYji/JvyLTaifQPoaOzll3/1AdfONoXMKE4du3R1Lo98YRPxybHLKrDwefw01Xbw1o8Oc/z9yxEvah2Jdh59aQuf/5cPaUFFFPF5/bjCyJLei+ZrnXS19JGQEjPnFUtVVWms6UBWgn9vrDHmWWfWlyrOURcf/uokHU19IasCBqOeVduKKVufT0/bAIUrsjjdE3zWb6h3lP7OYfxeeVatoS6nh77O4ZDbxCXFYIkwSF0MCIJAVlEKa3eVceD1syFbCesutvLOj48Ql2QnIy9pxq71Pq+f3o7BiA1DlxrxKbEkpjrmrA15ivpLrZz6+GpYMYG5xmgKfR8z24wUVGQQnxwzT2c0t5itRhJSlsdzuZ1FFVhMIUkiWYUpvPiHj1C2Npf9r52h5kwjQzO4eMiywpn9NTRcbWfvi1v47O88gMky/cFuQZwfg7hFS5RbobpbB3jle/s5te9q2IhdEARSsxN46HMbKVqVHbVzWAy4JzzUnm/m7R8f4ewnNRG33ySmOdj70hY+81u7NfWnKOPz+sO6M98Lv0/m3MFaildlY57jwMI56qKrZSBoG5QgCMTEWe/LwW1FUTh/6BoXDtfiGg8RpAuQlObg0Rc2I0kitlgLJVU5nN4XPLCQ/QpdLf2MDjlJSI2d8Tm6Jzz0hfEuiUuOwWpfOpVvgLScRB56fiM9bYNcPFYXMmF0/INLpOcl8ty39mCPs8wogJoYc3PoN+c5/sHl2Zz2omXXM2t58LMbcBjnbtB9ZGCcg785R9uN0Cad80G4e1l6bhIvfeexZaOkJEoCsQnLbwZuUQYWU5gsRjY+WEluaTqH377AiQ8v01jTMSO36aHeMVqvd834AylKwn3bqwyB6mS0Kha9HYO89aPDHH33Iu6J8AOyMfFWdj2zls2PrFgy2btImBhzU3exhXd+coQrJxvCVm2mSMtN5Ikvb+PRL25dkq68ix2fxx/WETkYZw7U8PTXd2KyGOf0fWmr7wmZETaYdKRkxc/IDXyp09nUx77XztDbEXrhbjDo2PzICgpXZAGB1rG8sgyMZj2eEIpgHU19DPWPziqwcDm9YQOL+JSYJff+CYJA4Yos9r64mcHeEZprg1eWZb/C+z8/TmZBCjueWD2jBIkgCAz3jdFwtX02p71oWbOzdE73L8sK5w/XculY3bTaP22xFsrX5037eE01HfR3DQetIobzCgt8R9OnfVyN+WVRBxYAoiSSlpPIU1/bQdHKLA6+eY7zh2oZ6IlMgnOK8vV5fP73H8YSY5phK9R9XrEgoIw1W3raBnj3n4+x/9XTYRVRAEwWA+v3lPPw5zctOT33UIwPT3Ds3Yuc2lcdVprxdvLK0nnyqzvY/exaLaiYI7weH84IZ1w+TWt9N6313TiS7EhR8DoIRkN1e0jHVrPNRHZR6pwdf7EyMe7m4JvnuH4htLysIEBabhJ7X9xyM2Gk00skpTvIyEumsaYj6GM7GnoZ6hlFrZjZnIWiqEyMuRjqDV2BT0x1YFtigQUE1AOrthXT3TrAmz88xGCIe/XooJPX//4AGXlJFFflRKS8+OljLeeKrclsmNMZlI7GXo6+e5Gulv6IHyMIAilZ8Xzr/3122sf7yV+8w0DPZdQgSTS95muyLFgy76LZaqRqWzHpuYlkF6Vy+J0LNNV0RDTIk12cyuf/5UPklqbPuJdTELivKxYgIM3yAtfV0s+7/3yMfa+cikh5QqeXKKnK4cmv7iApPW5Wx15sdLcO8P4vjkfsUSEIAuXr8njqazvY8GDlkpKgXGp4Z1GxUGSFU/uuUr4ub04Vb+out4bUP7fYTOSUpM3Z8RcjiqJy6Xg9xz+4HLZXXKfXsfeFzXcNt8fEWylalR0ysOjvHqa7bQCvxxe2J/xe+Dw++rtH8HqCV0UEQSAp3bFkJVntDivbHquiq6Wfg2+eC5kNb7rWyRs/OMjv/NlzxCXFTCtYMyzzwMJoNsz6vhuMkcFxDv3mPNVnGqc3wyoEWpZmMr9ltZsI9fbqlpBQgUZwlpTjmyiKpGYn8uhLW/jidx5l62OriIm3hnxMfHIMz31rNys3F80q8g9c7O7jwEJgVgaB/d3DvP/zQFARyYCYIAqk5STyzDd3UbQya8bHXay4nJ6Igwq9QcfGhyp48Q/3svHhFVpQMcd4XT7GhkMrCYXizIEaJpxu1HCmLDPE6/HRVNOJ7Au+GLDFmMkpvr8Ci96OQQ6/dT4iw8Hiqhx2P7vurp/HxFkpWpEVsjrt98m01HUzMjAzWc6JcU/Yc7TYTcQlxsypKelck5qTwIPPb6B0bW5YqfaTH15h3yunpy3SIkoiBqN+2ZrXGkz6qHQKfBqf18+5g9c48u6FBR/Yvp25eK4a88+S/DZaY8ys3VnKC99+hKe/vpOsotR7Zjn0Rh2PvLCZzXtXRiWrcR+HFQDTLlPfjiiIyH4l4jmC2HgrT399J2t3ld3X7T62WDN7PrOeF/7gEVZsLsS4jLNziwWP2xvSQ8QWa8EeZw36fehu6afuUuucBRZdzf03JU/vhU4vkZQRR1zS/eVsrNdL5JWlk5qdEPJaZbYaee63d99zaNJoNpCel0R8cuj5iaZrnRGbV34a17ib9obQg7KJabHEJFiX9LVPEASKVmTz0PMbw2a3fV4/b//4CLXnm6f1vREEAb1BWraStQajflb33Xuhqir1l1rZ98ppOhr7ZrqXqJ4TAEJgllVj6bNk606STiKnOA1Hgp30/GQ+/MVxas403qGqs/nhFTzwmfXYYmcv2ScIwn0fWQgzbCMDiEsKSKPaYi189KuT9LQPBr2BmMwGHn1pC7ueWbukNNyjTXJGHA98dgMPfGZ9YLGkZXPmBY/Lx+hQ8CyeI9FOXKKdlutd92zpUxSVg2+cY+2OMmbxlQlK3eVWvO7gbTQmi4G80vSIDD2XEwmpDh763EayClM4/sEVzhyovmc2dseTq1mzveSe+xAEgfjkGPIrMgImrUFoq+umv2uYopVZ036dJyIILJIz4olNWPqBod6oY+2uMtobe3nvn48x3B98rqS/a5iX//Zj/k3ZV6Y1WyJGYF5btDKL1dtLFk3b1MS4m6snG6i7FHy+TpSEgPdWlFuwu1sH2P/aGa6db4440TcfTEn6f3qtJssKY0NORgbGMVoMmMwG9EYdeoMOnV63JGdfVVVF9sv4fYE/Pq8cMGWdvK7HJdkjNlpdjCz5VVtsgo3ND1eSnO7gw1+d5OSHVxgdclK0MovHvriV5Mz4Gc9V3IHAks4eRYPZPH9BFMgsSOHRL24hLSeRN//pIA1X2u+akZF0Itser+LxL21bcooo0SS/PINHX9rClkdXEZdov8/ne+YPWVaYGHeHlCm1x5oprspmeGAs6KzQ+UO1DHQPk5wZH/XrxvULLSEDC7PVREFlZlSPuVSIS4phw4OVZBenUbEhn32vnKLuYutNSevsohSe+caukL4vcckxFK3M5vT+4LKzYyMTNNd2smJzITFxodtxb0eRFUaHnGEVq1KyEnAkLg8Zypg4K3ueW097Qw8nP7wSUlL70vF6Drx2mqe+tjPi/QeEVULf4/PKM3jsS9uwOxbHYm2gewTniCtkYKHTSUiSGNXrx2DvCAdeP8OJD6/gnoEJ6FwiSfdOnPk8Pi6fuMH7Pz+G3hAIKAKGxeKtv6XJ/5fEwAyHsMAqnmogeEBVUdWABLYsBzo2An/UwL8VBdkf+J08GWQ4Eu088sImVm4uWrjznyVLPrCAgKlK6ercQPUiN5FT+6rZ++Jmiquyo5bxvt+DCiDk0FWkOBLsbNm7kvjkGH723fe5dq7pZnAhCFCxvoDP/cuHSEh1zP5gSxBRElmxqZAnvryNqm3FEbs4a0QHr9vHcP8YShB/CAi0QhWvyqbuYitt9ffOPI8OOTm9r5onvro9qufndnlpuNqON4T3i8VuvG8DCwi0bGbkJZGYGktuSRqHfnOOA6+fxe/z87l/+TCZhSkhv1NWu5ns4lSsseaQ6mC1F1vY1js6rcDC4/bR1dwfUjJdlESSM+Kmtd/FTlpOAo++uIXuloGQi2mv28c7PznK6h2lZBWkRLRvURTCZq11egmz1YjFtjh8QZxWV9j2LZ1eimrVcWzIyZG3L/Dxr08x1Be6jS8xzYF7woNzNNisWPTvSZJOvOduZVmhr3OIi0fr7vk4YTKIuPU5ECYTwXNznhGhqreaxVQVRVVRFRX15t/BH5qWk8imhyvn4yznjGURWEDgYpyel8TeF7awZkcpqdkJy0qedDlhMOmp2FDA1/74Sf7pv7/FtXNNyH6F1JxEvvJvnyCz4P50Czaa9Gx8aAVPfGUbRSuztSHtBcDj8oaUxwSwOSxkF6WSnBmHTi8FVaY78MZZHv3S1qgOJLbUdjHUOxrUGE+nl0jNTlw2zrSzwWg2ULI6h8Q0B8VVOYyPTLDxwYqwg76STiQ5M46c4lRqzjQF3e7G5VYGekbILkqNODvqGnfTUB3acyEuyU5SetyyagMVRZGytXnsenYdg72j9HcNB922q6Wft350mN/7z5+NKKkiSuFboZYioiRFrc1nYtzNyY+v8vaPj9DTPhhyW71Bx1Nf28Ght87RVNMZchEcTWb6HqqqiiqrKMvDM29ZsHyuXJPEJthuKkUtRKa3+kwT/+13frSkVCoarsy/uZCkEylencM3/8Mz/MOfvUFbQzdf/3dPUVKVs6Qz9K313VSfbUSeZu+qzWFh19NrePxL28jIT15Wi4qlhNvlZTDMUG5MnBW7w0phZRYXDl8Pun3L9S7qL7VStnb6RlLBuHauKaR0p9FsoGhFljaPM4kgCCSmOdj66Cr8PhmzNTLjwsRUB4WVWSEDi5EBJ03XOimpyom4bXNi3B3WtyY1O4HENMeSvg7eC6PZwM6n1nD9QjMnPrgSVG7X75M59fFV9jy7LqLvjihGt11osSCId88bzARVVWms7uDdnx6lszm8X8WOJ1ez7bEqzhyoCZHwj360sRRnJTTuzbJcvSzkRWaod5TzIQbUFiPBsp9zjSSJFK3M4nf/02foaOpj3e6yJa0KcXp/Na/83T4arrRN6zVNTHOw98XNPPS5jSSmOpZl9m2p4J7w0t8VumIRl2jHYjdRsjqHuKSYoIGFx+3jkzfOzmtgYbIYonq85YLBpJ/W4K4j0U5eeQYGkz7oPIuqqlSfamDTQ5URBRaKrDDUN0ZrkPa5KdJyEklMc0R8rkuJuCQ7j31xK821XbRcD+7KPdQ3yns/O0bpmtyw9/Pl6jEVTYX7tJxE1uwspaulP6SHVNGqbPa+uIWkzDiEeb4NiZKIcL8r5CwTlmVgsdAs1EJ9KSJKIvkVGWQVp2Iw6pZk5sk94eG9fz7GB786QUdj37SUNjILknnut/aw9bFV2B2WJfn8lxNup4e+zuCtAjq9RGyCDaPZQF5ZBkkZDppqO+/5nk+Z5X3+9x8iIcUx63Pr6xiivbH35iDyvbDFWCiuyp71se53JJ1IWk4CmQXJNFYHN8urPttIf9cwablJYTOuHrePxpqOkIP3kk4kPTeJ+JTQcrdLFUEQKF2Ty7pdZfR3DeEcdd9zO79X5srJG9RfaaN4ZZjPcwSCjapKYGB2mj4Zc4Uih+6zjyaCIBCXbOfxL29DkkTe/OEhxkcm7touZlLivXBl1oL4SYjavW/ZoAUWGguOKIkYl2iWvqOpj1//zUecOVDDyMB4xBrsgihQtCKLF779CKu2FmO2avNAC42qqricnpD93/Y4K9ZYC6IoYDTrKV6VQ83ZpqC+F8P94xz6zQWe+63dsz6/UMeBQG90fmXGfa2mFi0EQSA5M56CysyQgcXokJPaC80UVGaGlYd0Oz1cv9AScpuk9DjSchPRG5ZvK5vBqOehz23k/JFammo6g243Oujk+PuXwgcWEXD4rfNcOlq3aCrisl8JWTmINqIoEp8UwyMvbmbC6eHdnxzBc1uAK+lEHv/SNtbsKL3NKynUaxX91zFaSbVbg9zinFeyZL8cNljVG3Wo8uTgtqqGFAZZLmiBhYbGDFBkhZP7rvLq3+2nobo9ZBbyXuSVpfO1f/ckFRsKtHmKRYLP62egZwSPK/h76UiwYbUHlGUEQaBqWzGH3jofdMHv8/g58PppHvvi1lkP4185WX/PTOMUBpOeFRsLtapXlEhMdVBQkckn+rNBB/RR4eLROrY9VhUysFBVFee4m6unboQ8ZnpeEum5icv+PcwsTGHdrjJ62gaZGLt31cI94eXCoeu88Ad7MZpn5z/hHHXhHA2u8HU/IIgC8cmxPPS5jfS0DXDsvUs3f7fjyTXsfmYtsQm2BfvsBQsC9AYdZWvz+OofP4HZasRkNWG2GDCaA39MZgMGow7dpBStKE6VsOb+ebz5g0/4+OVTjAdRjzMYdfzNB//m1rV/UnrW71Pwef14PT7cE17cE15c427GRyeQRJGc4rQ5P/e5RFvRaGhMk4HeEX7zg0N88sZZBntGZpSBsNrNpOUmaUHFIsLl9NDZFNqJNi4p5o4FZNGKLDLykmhv6EX23734VFWVnvYhTn50mV3PrJvxuQ33j9NY04F7wht0G5PZQNW24hkfQ+NOdHqJjLwkMguSaa4NPg9w7WwTfZ1DpOYkBnVJ9ntlGqs7ws7vZOQlk5aTNKvzXgpIksj2J1Zz9N1LQQMLVVUZHhij4Wob5evz5/kMlyeiKJBVmMLuZ9fR0dhHc20npWty2fviZjLykz/VzhfqvjYXztv37mnTG3QUV2VTUJlx00DvpleFMDmVMfUz5nfG1mI3ha6KCAJJ6Q7M1kAy6vaOBlXlpiytepscLbDkxTeWZv9JCG5qBc9XA6PGfYGqqvh9MmcP1vDnv/tj3vjBJ/R3Dc+8rLlMBw6XMq5xDx2NoQOLpHQHsfG3/AUkvcTaXWV3/Oyu/Y65+fjlUyiz6O+uOdsY0rVYlESyilNJzUqY8TE07kQQBNLzkymozAq5ncft4+wn10JWk1wTHs4drAl5X3Ik2skpScUWe3+0shVUZlK0KitkcsXl9FBzNrgyl8b0kSSRNTtKWb+nnMyCZJ75xk7K1+UvuGhIsPuhIAjodBJGkwGDUX/TcXvKQFCUxKCu3YuDW+d0KzCabNeSAuZ+Op2E3qDDYNRjMOqDJiiWCkv77O/Bjep2etoGUWRlwYILQRSW1B+N4EwFFJ3N/fzTf3uL//UHP+PqqQb8Xk00ezkRmK9w09HYG3K7pPQ4YuJvOSILgsD63eXEJQX3jZBlhebaLi4cvT6jc1MUlQuHaxnqCx5Y6A06NjxQrn2fo0xKRhyFlZlhFaVOfHQl6IyVqqpMjLk5d6g25D4yC5LJLUlbpIuj6COKIhseqMBiD25a55rwcP1ii5YojDImS0D69zvf/SIbHqxcUvL4GoufZdWHoSgKH/3qBA3VHbz0h3up3FSAwaif1wu1Pc5KRn4Skrh0vqjtDT2MhBgKvV+RZQXnqItzh2p5/R8OcONK25xUgDUWB+MjLtpDBBYmi4H4lNi7Bu2TMuKo2JBPR3Mf7iBSsGPDE3zwyxOs2lqETj+9y25fxxAN1e2h26AsBjY8MH9urffLOk/SSWQXpZJdlBr4/gehs6mPuoutpGTFYzTdOUvj98nUXWxhoDt4G5QgBFpUsopSo3buS4FVW4uxxpgZGRi/5+/9XpmetkG8Lh9GzTA0agiCQEFlZritZvg7jTu5Ty6Wt7GsAouh3jF62ga5draJv/l3v+bL/8/jrN9TjjXGMm/mK6u2FPJHf/kSFlvwLMxi48//xU849JtzC30aiwZFUXBPeGm+1sl7PzvG8Q8uh/QO0Fj6eFw+Ohp78biCL94TUmNxJNru+bsdT67mzIEauoJ8TnxeP9cvtnDpeD1rd5ZN69wunahjoCe4aZ8gCuSXZ5CRNz+9+arKtMUKIttvQA7U7/PjHHUvmu9cVlEKBZWZ3LgaOrFw9L2LrN5egiHlVjJLVVXcE14OvX0+5DEcSTbyytKJiQveUrccSUx1kFOcSm/7YNABedeEh86WfvLK0md8HINJj9lqXDQmbIqs4p7w3KHMpKGxXFhWgUVLXReDfYEbcE/bIH/7J6/w/O8+wK5n15GUHnezD09D416oqorX46OnbZATH17hg18cp7t1YFr7EEUBnUE3JwsvjbnD5XTTdC249CVAckY8ccn3bnkqW5tHXnk6fZ1DQRdIw/1jfPzyKSo3FGA0R5Z99Xn9VJ9qYLgveGCh00vsfHptRPuLBoqiMD4afJ4gon3IU6oofnweH16PH6/HS1/HMO0NvbTe6A7pej2fJKQ6yC/PwBZjDqr+AnDxSB1dLf04kuxI0lRgAf2dQ5w7GK4NKoXCFaFnOZYrBZVZXDhaF/R743X76O0YnFVgUbWthEe+sAmLbXHIeo8MOjn4xllOfnx1oU8lBPM8vL1suf/WnMsmsFBVlZa6LoZuc8GdGHPz0//1Hq31PTz9jZ3klqYvWRM2jbljao5ioHuEmrONvP/z49ScaZz2YLbBqCO/MhOjycCVkzemZZSnsbBMjHu4caU95Dap2Qkkpjru+TtREtn19FpqzjQFHbL2eQJVi8snb7B+d3lE59V0rYOW6914PcFN8ewOCxsfqohof9HA75Xpau6PbGM1EBx5XF48bl/gb5eP8ZEJutsG6Gzso6Opl86mfjqae3E7g1eMFgpRFMgrSyenJI3q041Bt/O4vRx++zx5Zek3vUT8Pj+H374QshI21W611CUmZ0pKZnzIYVXZJ4f0b1FVws5gJKbFUrmxYNFUhPq6hrhyoj70Rioh1++KqqKoCpIgTntNIysKCoHHivNtsX3fcf8FYcsmsPB5/LTWdd/Vq6kqKp+8cZamax187l8+xMpNRcSnxGjBhUbArEZWGOobo6G6nf2vnuH0/qshfQyCYXdYWLW1mC/968f48JcnqD7dgKLNdy8JFEVldHCc5uvBKxY6vURqVgKORHvQbdbuLCUjL4nRwfGgQelgzygH3zxH5fp8zGHaJRVZ4cKROnraQ1TNBFi7swxHQvDziiaB1p7AQG04BntHqTnbyOiQk+6WATpb+uhqHqCrpY/B3tFF44IcCdnFqeSVZ1B7rhk5RMLg+AeXeeIr2wOtsAKMDU1w+O0LIfedmBZL0cqskEPMyxmT1RCyRcnvlxkfDlEhW6YDP4pyS4DGI/sZ8I7hm7ypWCUjKiodE0OsiMtCVMGj+Bn1uUgy2hEEAVlRGPFNMOYPyPnqBQmHwYJFZ6THPUK3e5gsSwJJpuDCExrR4P5bay6bwKKrpZ+etsGgN6vm2i7++t/8ir0vbGbPZ9ZTUJG54PJqGguHoqgM94/RXNvJ8Q8uc/Tdi0EHCEMhiAIpmfHsfGoNT31tJ3HJdsQlNLi/GBgbdjIyYJr29XdseAJfOHWuCNYcXreP5mtdQfX0AeKTY0jKiEOnD64vbrGbeeD5DTTXduIMsi+v20ft+WYuHqtn08OVIRMcg32jXDvXxMhA8GytTiex6+k1QX8fbWRZoeV6d0jH5CmOv3+Z4+8vj/mk2HgbhRWZxKXE0N85HHS7ge4RTn50hZRvJKDXS5zeX01nc2gJ48yCFEpX50b3hJcQrnF3yOqwIiu4Q1R8IqlYLEUUWbn5uvS4R/hN+zn8iozT7yHflkyGJY6XW07znbK9OP1eOlyDdE4M8ULuZiw6I+N+N0d6r3NpuBWLZMQgSuxILqUqPod+zxgfdV5lY2IBO1NKg1Qt5nl4+7b3UJYVOpv6cE94AnKykogkioiSMOmsLd6UbBWmWtwF7vS54Ja3xVydsmfCixqqs0GFkcHxWxVLdfKWpN6yRVDVwHpEVQLvt6IoKHLgb9mvoMgKJouBpPS4iFtoF5plE1g0X+8KecGHgJPnmz88RHfbIH/y/a9pgcV9iKqqDPWN0VLXxdlPajj89oWwn5tgGM0GCiozePSlrWx5ZOV9m3GcLfteOY3NMX3t/tEhZ1hDO1VVwwYXrnE3V8I4IqdmJ5CSGR/2nLY9uooPfnGc+sttQW84fR1DfPL6GUpX5wSd2VBVlasnb9De0Bty0ZSWmzhv5mGqqjLUO8r7Pz+Gzxu8NWuK5RBQ3E7RyixyS9LDXi/2vXKaHU+twWQ28M5PjoTc1mwzBgbv85OjeKZLB1VVaa7twu8L/XkK9R2YWpwtN2T5lh+XS/bi9HnYklTE5eFWulzDZFriGfW5ONhzjX7POB7FR5E9lX7PGNk6I35VZsjrxKYzURGbyZXhNmpGO3D6PXgUPzIqF4YClUdJFMm3JZNqikUnLow52+3vocfl5dXv7afhajt6Y8DfQW/UTXpYSOh0IpJeCnhZ6KSbnhBTnhaiJN4dYMxBYFF7viVkm6osy7z7k6NIOvEOQ7ypoFGWZRS/giwr+H0yfq8fn0/G5/XfbCH1unwUrMjk+d97kPTcpWGeuSwCC79Pprm2k/7u4bDbipJIcVU2Os3x+L7D5fRw7VwT5w/Xcvz9S3S1TG8w+3YS0xys3l7CY1/aSkFFpuagPQve/eejc7bvcJlMVVUZG5kIa8KVnpdEanZ48zl7nJWHPreRlutdQVvqfF4/tRdbOPHRFR55YROSdPeN3Dnm5srJBvo6h0Ieb/ez6zAYQ3ssRANVVRkZHGffK6c5tb96zo+3GMkoSCa/IoOrp26ElP5tu9HD6X3V6A26sIIAaTmJrNxcGLIStpzp6xzi6qmGkIuzcGaiiqwsy3k2RVZuJidEBFRUvIofn6IEKgwCqKiUxqZTbE8j3mila2KIM4NNpJvjAAFRENCJIkZJhySIdLmGqRnuoNU5gE1vIs3s4GhfHbKqIKWJJBrt6FiowOJWEkhRVHraBmioDj33ttiR/Qqvfn//rPdjdVjwhfqOLDKWxWpoqG+UjsbeiDJk2YUpPPKFTfNwVhqLDa/Hx/s/P86x9y+FLl+GwGDUkVeewY4nVrPjqTUkpMZq8zqLmHCZTL9PpqWum94QcwwWm4mM/GRiQ8xX3M62x6r44BcnAjfFIMcf6B7m+AeXWLGpgKzCu70L6i62UH+5LaS6mN1hYeveVfNiitfXMcSHvz7Jmz84iBxEvSeaTGUpnaPBVZjmG6PJQElVDqnZCTTXdoXc9oNfHA/boqPTS+SWpFO8Kifap7okGOob471/PkZ7Y2/I67EkiXd5x9yOLCsh514g0Cp98sMrmELsZz4ZG3bS1RJaAEFRFBTl1vMa9bmoHumgbWKANLMDu86ERWdg0OPkvK8ZRVVoHO+lcbyPx9JXAeCV/TSM9eKV/Qx5J3ggtYICezJvt58nz5bM3vSVgWOpCiIi4h33snlWhVqOZaf7lGURWLRc74oo+ywIAo9/eVvIAUyN5UtMnJUHPrOe7taBkGZXwUhIdbB6WzF7nltH2bo8TJbFcZPSCE5gADL4711OD2cOVIfcJiUrnsyC5JDKNbfjSLTz+Be38r0/fRVfkEW4Iqs0XG3n6LsXee639tzRO+ue8HDpWD0dTaFdwNfsKCUlK35eAtuB7hHe+MeDuMaDz6HMBlEUiEuKITkznuTMOBJTHfR2DHHkndCDz/NN0aosckrSaK3vCZklD1epAEhIiWXF5kJi4heHUtF8oKoqY8MTtNV3c+aTGj781cmQs00ABqOelMzg1cJIKhZXTzVw43LbokkCKYqK1x1aAU2RAz32U8FpgtHG1qQizJKBCdlLmtnBzuRSWp23AhSDqOMLuZswSnrG/R70okSGOY6SmDSujXYGKhiChEv2cbq/gXGfGxWVfFsy5Y4MbDqtnVdj9iz5wEL2KzTXdtHTFj6wyC5OYdMjKxbNxUVjfhEEgY0PVaKi8k//7W3ab/RE9DijSU9+ZSbbHqti8yMrSMmK1wa0lwiyXwmaCVMnB/gvHq0LuY/0vCSyClKmddxtT6zmo1+fpPZCcPWk4f5xTu+vpmJ9ASs2F968LjXXdlF7vjnkgkunl9jz3Lppu3jPlMzCFFZuLuRUFHX3rXYzyZlxpGYnkJqdSEZeElmFKWTkJ2GNsfDhL08susAiIcVBSVUOl0/cuEPafLqIkkBWUQpVW4ujeHYLi9fjZ7h/jIlxN6IoBIZSJ/1K3BMexkdcDPeN0dncx/XJilwoGV4AQYCYeBt55cE9LPw+OazCmM/jX1KtJDBpROnx3XxuLtlHp2uYQe84BlFHt2sESRBJMcUG5gdUFQVIMt5KnEqCSKzBQrIplubJAESdlKkd97vp9YxyZaiNzthhsq0Jnwos5nd4WytYLB+WfGAx3D9Ky/UuxkfCGzY99LlNxMbbtMDiPkYQBDY8UIlz1M1P/uId+ruGQ2wMSelxrN9dzvYnqihZnRuyJK+x+JD9ctB2FJ/Pz9VTDfR1BJ9jMFuN5BSnkZQeN63j2mLNPPX1ndz4zs+DGn9BIIj45M2zpOUmkpQeh9vl5eKxOpprQ2e888szKVqVjSjNz7XMFmPm+d99gKZrnfS2D85oH6IkEJ8cS3peEhn5SWTkJZORl3RzfkVvuOUxFG7BuVCIokDlxkJOfHhlVoFFTJyNlZuLSI5AEGCpIPtlrp1r4sjbFyYXuoE2JZ/Hh8vpYWx4gsHeUSbG3BGrOBktRirW55Ec5Punqip+rxzyO7aU8bh8+H0yXsXPhN9Lm3OAAc84yaYY6se6OdBdw46UUnSCiFv2cbSvjiSjnVxbEioqE7KPG2PdeBU/ve7A59Wr+LHrzWxIKGB3ajk/vHEQEJCEhZ3zWY7KXvcrSz6waKnrpq2hJ2y0m5IVz8YHK9Hp7s8hOY1biKLA9serGO4f4+ffff+eg5gmi4HSNblsf2I1a3eWkpw5Py0ny45Ao/mCHd7vk+95eFVVcTk9fPLG2ZCPT8lKoKAyE4Np+gPS63aXU7mpgItHgldE3BNezh++TkFFJg9/fhMttV1cPl7P6FBwiVmAPZ9Zh9VunrfPpCAKFFfl8ORXtvOT//FOxAs5vUFHcmYcOcVpZBenkpGfTHpuEum5idjjrBG3ly0msotSKKjM5MaVthkpXwmiQGZBMpseXhHSv2GpoTcGFHsaatrpnoUwxhSiKJCZl8QDn90QVMFR9gcqIst1UepxefH7ZYa9E6SaYtiSVIxODLQySYKIioqsKCCArAbapqRJ6VhZUZBVhUxLAunmOJz+wGd1xDeBoirE6ANKfB7Fj1UyolvgKvzt8yRTiKIQUH+aVIDS6QMqUJJuUhlKJyHpJuVopYAcrSiKNyVo5/r62NM+yED3cNCKmSAKlK/NC8zBTc5cqQSq5QFZ2UmJ2cm2N79fRvbJ+P0BhSivN1BpW2pLjyUdWMj+gBpUOMlJgM2PrAwM2s7xhbyxppMf//nb89aiEA0ark5/3mApIwgCBpOeB55bT1dzP+/97Nit34kCqVkJbH1sFZsfWUlBRcaS0Y5ejCiKuqA3/UBgcffxFSUw41B3qTXk4zMLkimoyJz2cQVBwGo38cw3dnP9Qguu8eAL0L7OwCxBanYCDdUdYed/0vOSWL29ZN6V7XR6iZ1Pr+XKqRuc3hdcGUpv0JGSHU9hZRZ5ZelkFqSQlptISmY8ZqtxyQfoRrOBlZsLuXC4lpa67mk/3u6wsHp7Cel5S0M6MlJ0OonCykyqthTzQcuJ2e1MgPjUWJ782g7yQ3z/vG4fnhACB0sdt8uL3+endWKABJOdHGsCdWNdeCarDwZRR5zBMhlseNGLt64JbsWHR/axKamQZGMMg14niqrS5hzEp8gkTxrjeWQfsXozursqFvM7vK3IKurkfo1GPU98ZTtbHl2FdFsAIUmT/y/dHkzckpn1+wJVs5TMeNLzkubcUuCjX53k6HsXg7at6nQSL/7R3kBiSg2oeE0FGAHvikCAocrqTREC2S8H/vbJ+Hx+/F6Z+OSYoNLki5Gls/q9B/3dIzTVdIZtg7LYTGx9bNWMso7TpbOpL6zaw2JjpgpJSxlBEIhNsPHYF7fSUNPO9fMtWGwmqraVsPOZNVSszyc+WXNony2RaMx/+f95/G5BhclWilA/G+wd5eRHl7lxJbgkodfju6f5lt/r5+Cb58KqLhVUZJCQGhv6CQRBEAUqN+Sz/fHAvEUwVEWl/nIbr3xvP65xN2OhXIaBbY+tIiE1dt6z3YIgEJds55lv7KKxuuOONkJRDLQ5la7NpWR1DjklaaRlJ5KY5sBo1i+771H5unxyStPoaOqbVhuOIApk5Cez/YnVS7JaE46EVAdl6/I4+fEVhvunbzgKgADJGfF87vceZNvjVSFfJ4/bi8ftnZPP19QiMCwCCHPkrux1+xhxTVAz0sHWpGL6PWO0OgcwTAYQ4z43DeO9SIIYaJeSAwkMRVUY8jjpcg2TYY7Dq/hRVYW2iQG6XSOkmWNJNsUw4fcw6nORYYlHv0D+FVPcXrHQGSS2Pjo9xTu/T+bER1eoPt3AcN8YlRsLSM9LmtNrz4UjtUi64J9PQRQoW5s36xbqpVaRW9KBRWtdF03XOsIuXCo2FpCRlzRvN+L7caG+FBElkczCZJ771m7e/vERNj5UybpdZWQWJC+pitNiRo2gYrHjyTWk5yVO+wbQWt9Nc21HyMDC57m7TUJVVXraBzkdxo8hIy+J8nX5M/YYEAQBs9XI41/ayqXj9SEFJlxODzVnGsPu05FoZ+NDlQumSCZJIsVVOex9aQu/+O77iJJIVmEK63aXU7Y2l4y8ZJIy4pb9LFJMvJWVm4u4draJvmkYbNodFjY9XLnsqhVT6PQSuaXpFFRmce7gtWk/XhAEVm4p5ImvbGfNjlIsttAqRRabiYee30jF+oKZnnJQRgbHOfnhZS6fCG6eqdNLfOa395BdnBb14wNkFiShs+nIdieQb0uiYayXMZ+b3SlljPpcxBosVDgyJ5WevDSN9yOrChOylxtjPRglHX5V4Z2OizSO9aITRQySjkfTV1I72smHnVfodY/yQGolhrsCi/kd3r49ATTlpB35YxUuHavj7R8d5tq5JhqqOzCY9Xzmt/eQmOZY4MTG7NeDSy0xs2RXTx6Xl8aaDtojaIPa/njVvPYjaywdDEY963aVk5aTSFpOIrZYy0Kf0rJCVdUFDbS9bh/qp3p3FUVl/6unGRkInlHVG3XkV2RSsGL6bVC3I0oi2cWpPP6lrfzov78dMsiKJPO9bncZaTmJC5btDgRLBnY8sZqu5j6S0uNYt6uM9LwkYhNs941amiAIrN1ZxuG3L9DfNRzRGJEkieSWpLHr6bXLsloxRXpuIgWVmZw/dG1a41W5pensenoNa3eVkVuaHlFAbzQHZuFK1+TO/ISD0NM2QMv1rpCBhSRJVG0roWrb3Kl7eWQfTxpX4zBYsOiM5NqSyLTEM+R1kmtLpNKRhSSI+BSZPFsSiUY7BlHHqrhscmyJ2HRGimJSKYtNxyDq0IkSRTGp9LnHWJeQz66UMkpi0gKmewuIKiszWoOrqkr16Ube/OEhrl9oDjhY+1x88sZZrHYTT351h2YxMM8s2cCiq6WfukuteEI4oEKgH7l4VbbmjKxxTwRBwGI3UbQye6FPZVkSScViLnFNeFDkO4/f1zHEvlfPhHxcckY8lZsKwmZMI8FgMrB570rOfFLDlRCLlHCYrUa2P7F6wYNfURRJzU7gpT96FLPVSGzC/am05xxzBQLXCD/eJouBig0F01YYW2pY7GYyJgPNcO1QoiiQX5HJ9ieqWLGpkMyCFGyxWhLwdoySnlSzA4BMyy0VMYvOQLo5DnEyta8XJcpjM27+vsCejH/SpXtXcimSICEIgYW4UdKTYYkj3exAFD5tjBce2S8zNnybwMTU42//MgQOxu2Txz5vcMnfT1+nI6XuYitv/uAgV07euMPBfXTQyfs/P441xszDX9iMLcY8o/1rTJ8ludpWVZXm613Uhxm8BFi3qwxHkn1e3Gk1NJYCXrePseEJTBYD1jm+2AaGt+f0ECFxOT13ufJ+/PLJkFKhoiSQW5LGys1FUVngiKJAckYcT39tJ001HYyPzMxNevWOEnJK0mbcmhVN9AYdaTmJC30aC0ZHUy9v/uAgLddDO3Dfjtvlpfp0A821XeSVBfdlWOqIokBKZjyp2YlBAwtHop2VW4pYv6ec3JI0UrMTsMZoAcV0kAQxZLuQKIgYJitjOvHu1sRwjw+Gqqi03ejhP371H6b92M7m/qAu6fI9VKHC0VDdzhs/+ITzh2vvKVE91DfGG/94EIvdzK6n12imtvPEkgwshvvHqLvYwkBPaB1xnV5i3e5yrHYtUtXQmGJ0cJy3f3IEURTZ+9IWUuZQS38uW6EknYTdYQ05XG22mu6YrRroGWbfq2dCVlES0xys2VlKXFL0yud6g46KDfk8/PlNvP4Pn0z/8UYdO55cTVySXVt8LTC9HYO8/vefcOKDy9OSm5X9CrUXWvjl//mAb/zJ06RkBXeTXmhm+411JNqJv03FRhAgKSOOsjV5VG4sIL8ik8S0WGITbBiMy2+4fzmgqsGH113jHmrONkX3eJPVbVVVI/o8OMdcnP3kGmcO1NxTMn6K/q5hfvFXH2Cxmdj0cCUG49yL+Mw3iqrS2DPIm6erkQQBt8+PUa9DECDNEcPe1cVYjQY6BkfpHBrFbjbS1DtIU88gxsl50gmPj+1luazMSbv5s5myJAOL1voeqk83ogSJfKcoWpEd6EcOMbWvoXG/MTo8QfP1LmrONNJ0rYNHX9rKyi1FczJwO5etUMkZcbz4h3t55pu7gm4jSSLJGbcCp7f+6QiDPSNBtxdFgZziNDY+WBnVeQFBEIiJs07KtTZEVG29nZWbi8gvz9RaOheYwd5R3vzhIY68cwFnCGf0YHjdPs4drMUaY+arf/wksfG2OTjLKBChIFIwYhNslFTlIEoiBRWZ5JdnkJwVjz3WjMVuxmjW3zfzOEuVhWhhnU7VwmQxsmZHKXUXWzj58ZWQrVR9HUP80397C1uMmVVbi5Dm1c9s7oNmAciIj+ELW1cxMDbBa6eu8NnNK7AY9Rh0EjaTkTG3h2sdPdR29JIeF4vT46U4PQlFUUmwW6jt6MPl9aNE4X1fcncp94SXG1faaLwW2pkWYM3OUmITrPOaDckvz2D3s+vQG5fOS7vvldNhtfM1lg+jQ07GhpyMj7g4d6iWusttrNxUyJ7PrGfFpsKoBhiKOneBhd6gIzHNEfH2DdXt7H/tdMgh6fiUWDY8WElccvSH/URJJKc4lae+up3/++9fidhdesrQMSkjTsvsLiD9XcO8/g+f8PErpxgPIwkciolxN8feu4TJYuSFbz9CTJw1imcZHWb7jY2Js/LYl7bi98kYjHoMJj2STtQ+v0uJBWhhVXyRBxaSJJJXls7nf/9hVFXl1MdX7yktPkVP2wD/909e5l//1ZcoXZMzj4Ht3L6QqqrSMTjKP+0/g06SGPd4qG7rRkBAJwa+c3kpcWwvy0MnSthNJox6HW6fH6fbS9vAMGnuGHyyjCRGRzh56ax+J2lv7OHCkev4QwwBQUAtomJj/ry3QaVkJ/Dg8xuWlNxi9elGLbC4jxgddDI6FFgY+X0yQ72jHPvgEucP15KUEVD5WbW1mMLKLOwOy6zmk2S/ErayOB8ossKv/vpDhvvHgm4jSiK5pelsf7xqzm46BqOezIIUkjPiaLvRE9FjLHYzsQk2dPOaZdO4nb7OIV793n72vXKaifHpVyo+zdjwBPteOYUiK7zw7UcWp2rNLNZDoiQuuMiAxuxQFXXeYwu/P3JPGAi0uxdUZPCFP3gEv0/m7CfXQiayulr6+cs/+mf+9B+/RU5J6jwFunN/jFSHnd9/fCtOt5dXTlzhyzvWEm+3cLGpiy/vWoNRL+Hx+REFAZ0kIU3e37qHx+gaGkNWVKQoziEvqcDC7/PTWN3B1VMNYbctWZ1DYqojakPbkSZdJSng6ryU3Jrn2p1yLlBVFiSjshwYGRhjdPDOoUq/V2bMO8H4iIu2+h7e/vERdHqJ1OxE/tNPf3vGyj9+nx+/f+EDi+MfXObKyQbkEOeSlO7gwc+uJyZ+bjLIqqrS1dLPL//PB3Q09kb8OOfoBD/9n+8SE2+lZHXuspYqXYz0tA3wyt/tY9+rp/G4oufyPD7iYt8rp5FlhRf/cO8dMwkLTWAuauEusIqs0N89gmvcjclqwGwxYjQb0Bt1930LlexX8Hp8eFxe3C4vngkvFpuJpIzoqo0tSCvUDO4Vkk6ioDKTz//+w7gnvFw5GUJ5Tw0MkP/57/2IP/vp78zpfOEdB51DBEFAmpzDf/3UVaxGA0+uL2fc7aFzaJT/+/5xHqkqIjXu7utLrNUE/RBvM0dVZGXJBBaqqtLR1MfpfdURtRCs3FwYXRnECByENRYZ2vt1F36fn6G+McaCuNWrqorP678pC2iPm0A3w75+VVWRfQtfsRjqG+OVv9vH6JAz6DZ6o46ytXlseXRV1LNYU0OQXa39/P2fvc6ZT65Na6BdVaGptpO//re/5tv/4wsUr8pGlLS2krlkaoi05XoXL//fjzn63qWIHbYFQcAeZ2F8eCJkawYE2qL2vXwK94SHF/7gEdJyExfJwnlhL55ul5fX/34/7/3s+KSzNYCAIAay1HqDHr1Bh94oodPr0OkkRJ2IJElIOjGQfRUFBEFAEGZmMOZ1++gOYWoJ4PX6+MF/eRO7Y3bVGVUFVVVQ/CqyrCD7ZWQ5cO2UZQW/T8bj8uFxefB5/agKTHqDI4oCj760ld/+j8/N6hzuPqfggzYWm4niqulLtLfWdzPYOxp0v/I0KxZTSJJI2dpcPv/7D+Nx+6i71BL8I6wG5nT/8zd/wP/7g2/OfYvpHH+VVFWloXuA//jyPjx+P/E2C/XdfagqTLgDa+Wm3iEkUaJ7eIzj15upyk3HajJwuaWL1XkZdA6O0j4wTGFadAQllkxg4ffJ3LjcztkI3DzNNiNla/OiWooNfIW1leqiIkykp71bdzPcP85A90jEL05JVS66GfZGy3552qXtaOPz+vn5d9+jpa475GI+LTuRp7++M+pSrlOqWB2NfXz//3uN84drZ7gjaLnexV/+0c/5/T//POVr89AZJC24mANUVcXvk6k508jPvvt+RBXyKURJpGprEX/wF1/g7/7Dq5w9eC1sYO1x+zjw2hn6Ood44dt7qVgfcHtfyPd2IU0tp5Bl5Z6+B4Gq0ezb0aKBqqg0XG1f0HMQRGHGC/JQ+P0K92qGEkSBnJJU/tsv/8W09/lX//qX7H/tdNDKxGzuF6IosmZHCc5RF7/4qw9oresKukRQVZXGmg7+y2/9kD/+3ldJzUq8Qz0wqszD97ggNYG//uZT/PjAWR5eVUx+SgKKqnC1tYczN9r5wtZVDDldjLs9fHbTCjISYjl9o414q4WKzBS2leTy4aW6afuZBGMxpEbCMtVCcPyDSxFVK0qrcklIiY3uB0WNvB1KYx6IRLVkMb9hqrogmfzBnhH6u4cj3r5kdc6MFTT8PgU5wizvXKDICsfeu8TJj66GvG5YY8xse6KK0jW5UV3MqZPvcXNtJ9/9zs9mHlTcRkdjL//zD37KucO1eFy+BTUfXI6oiorL6eHEh5f5uz99dVpBhaQTWbGpkG//jxdIzoznO//7JcrW5kZ0H1JVuHz8Bt/7D69w8M1zOEddKDPQ9Y8W2udKI6QT9mQVaPp/Qh9zJq1Qd5yWILDt8VU8+sJmEtPiQo43qIpKQ3UHf/WvfsnIQGgjx8XM1GtrlHS4vH7ePF3Djz45y48/Ocf+KzduVuzirBZ2VRTw0KpishMdeHx+uobGePvsNX566Dyn69sYdXmikpBdEhULr8dP/eVWzh0KX60AKN+QT1xSdPtVVa2pf1GhRhDphSrlLjR+nxLWNX4u6Osapqd9MKJtA+XlvBnLNfv9Mn55YQILVVXpaAyYmA32hTLDCwxsP/mV7VE/vs/rp/5SG3/z739NS23kRmrhGOge4S//8Gf89n98jo0PVWCLtWiViyggywqDPSMcfvsCr33/AEMhPjefRm/QUbmpgH/xX54nMT3uprzwv/rfX+S//c6PaKxuD9sWBYEWjR/+19/QeqP7/2fvv8MjSa/zbvhXoXNAI+ecw+QZTN7Jm3PmcsllkkQFy7Ys2a8t2fJr+3r9SQ6iZEuiKFGMy2Vabs5pcs4BwCDnHBtA56r6/igAAwwaQCPNYHbnvi5cALqqq6qrq556zjn3uW/2P11OcmYcBqN8y7/f221seRe3F5qmoSzQCXsxmM2ZO1KIosgDL26nr3uI9392guFZFNz0ajwM9rqX1LdoKm7NeRRFgfTYKFZnJZPscupUzt4BGrsHgKmFE1EQWJ+Tyr5VeeQn60an11q6sBgNE43di8GKDyw0TaOzuZeDr5+PqHHO5jSTtyoNu2tp1aA0bWWUh+9ChxZBBUlVtbCl3JUAnzfAQO8wmYXJt2yfSkihq6Wf3raBiNZPyowjITV6wZxvJaigzEM+cCnhHhjl19/9hKbqjlnv25gEJ49/c9eSq/J4R/2cP1zF3//HX9M/h5HnOEwWI7JBwufxz5m5Gxny8Nf/9hWe+b39PPDiduKSoj6HwcWtuXfHg8Cm6x288+OjfPLqmYj7KQBMFgPr7ynim3/2OMmZNygVgiCQmB7Dv/qfX+Kv/+QV6q61RVSlHOob4dW//4Sqc408+vV7KNuShzPadkub9tXb3Lx9F7cX4z1GM2N5xpqlCCwAjGYDT/72Xno7hsaYLtPnjlaHmfX3FPFb/+nxKV5HdyosRgNf3b1hymtJ0Q4250/vhbGZjZTnpU95rTQ9ccmOZcUHFj5PgGun67l47HpE6+evyiAhZeGToZmgqmpEGae7uEXQ5i7Xr+SKxfDAKK21XazZln/LJoS9HUM0Xe/A74tM2aZsc+6i/FhCQWVZuL9zwTPi492fHuP0J7M7shrNBrbcu4pt969esn1rmkZ/l5sjb1/gx//zHbwjkTkzWx1mNh8oIykjllMfXaWxqmPOSWgoqPDK33xAa303z/+Le0nNScBk/ny4ymoQwXi7+JtbVTWGB0a5dqaeX/3dx1Sdb5zX+21OC5v3l/LlP3qA5My4afeyKOoVsX/xF8/z3f/0KtcvNEZE99A0uHqqjubqTvY8uZGdD60jPT8Ru9NyS1T8NHUWGsxdfO6hhtTbQiUO+UP6dbcEj0RXnINnf38//V1DXD1dP+VZ5Ii2seeJDbz0bx/Gajcvfmd3MQUrOrBQFZW2+m4++sVJQoEIJigCFK3PIiYpasmPZTkdhO9i/pg7o3J7dLgBRGnuUXGwb5jK8w3senwDjlug966EFGquNFNxrj6i9QVBYO2OAoymhU9URUkgOTOOko3Zs65nNC/dMBTwBzn50RU+/tXpWT0rBFEguyiFZ35v/5JN1IKBEC01Xbz9kyN8/MvTEWffHC4rOx5exxPf3EVSRhzJGXH8+ruf0FrbNffkWoOjb1+kpbaL535/P6u25BGT+DmoXmhzBxZaBOvM/F69Qbultotj717i3Z8em/V6CYfoeAf3PLqeJ761h4S0mZVlJEkkpziVb/+/T/H9//Y6FWcbIr423AOjvPH9Q5z5pILdj29g455i0nITsDmty9dsyni19/ZBEATsTivxKdGIkoAoCgiiiCgKiJI49f9JFSJdQUq40QOgL1hQ/2wwEKKnfXDOcSQjPwmbY2kmp/ojTZvoIRwXf9A0DVXVfzRVRVW0CdUoTdWW3DMkGFRuy3wnEAgtVVwBQFZRCk/81m4Ge4dpru0aO1cWHnpxO1/+owcWL9Zxt7AXFis2sNA0jdFhH6c+usr1i80RvcfutJJTmorTtfQ69PoN/fm7gu7U3pHxAXc2qOrt6bi32s1zTuxCAYXrF5o48f5l7nl4HeZlNFRUQiqtdd2c/PAqbXU9Eb3HFWcnryxtUQNvVKydp769l0e/uWvW9WyOuc9XJAiFFCrPNvDWD47Q0dg767quWDvP/N5+EpZI+32of4SK0/X8+rufcP1CE0qEjfmuODu7HtvAo1/fRUqWznXd+fA6fN4Ar//TQTqaeue8zjVNo7Gynf/z73/J/mc2s/fJjaTnJmJdosnO7cKcE5tI+JAzbHewd5hrZ+p558dHuXi0el7vH6c43fv8Fu57fmtE/hOSLJJTksI3/+wxfvq/3+PyiVp8o5FVswDaG3v42Xfe5/j7l7nnkXWUlueQkhVPTIITYUxWdSmhKLcnYz0Og1Fm455ikjJjMZgMGIySLi97849JRpIlPdAQBERJQBAmBSCCoJ+f8XM0j9PU09rPq//wKZ/+5uysx/nSv3uIss15i/vA2o1kmTbW36KqY3KzoRuSs0F/cEIOXJefDeD3BkjOjFvc/m9CMBCa4/5bnmtjqahQk1G+r4zW+h5+/fefEAoq3Pv8Zp77w3sX3Ds4GUpIjSAAu8OTPAvAig0slJBK7dUWPvjFyYgj59zSVBLTY5elVKx9TqlQoaCCehuatBYLTdNQ57gulJByW56N0fHOiB707Y29vPPjowiCQPHGbGISnJgtxiW5fsczsu7+UVrrujj4xjmOvXsx4ntpzfYCHC7boiYsoihitpq4FdNbJaRQd6WVV7/3GbVXW2f9nLJRYs+Tm9h636pF7zcYCNFa382J96/w3svH6OscjOiaE0SBuKQo9j61iYde3DHF3MpsNbL3yY2EAiHe/tEROpr7IkpqeIZ9vPPjI1ScrefA0+Ws2V5AclY8xkXQ2W4fNJ2OMdsaEYwBN8M76qexqp0TH17RGztn8TYJB9kgkVmYzMNf3cG2B9bgjI48iSXJErmlaXzjPzzKr/7uE05/fHXWxtJwaKxqp7GqneSsODbuLmbtjgLS85KIT4nGbF06U1Y1pN7W5m3ZIFFanktpee5tO4bRIU9EiRWL1XxLqs63EqFgiNsx3dEDi6WsWehj7QNf3kZncx8Wm4lnf38/JrNh0cG4pmmMuL1zBkNfRKbLinziaJpGf/cQ7/30OD0RNpoC5K/JID5lad0nx6F+TqlQA91uPCMrQxN8PlBVbc6ASFUiySYsPRLSYyJyfNdUjepLzfzoL9+mbHMuuaVpRMXaxx5mix1YNbyjAVrrurh6qi5iVRrQs6ub9pRgWcYqylJCVVQaKtt59R8+4fKxakJzDPRl5bk8/e29iw7gBrrdXDtbz0e/PM2lY9URSWGDrkSVnBHLfV/ayoHntuCKtU9bx+awcO9zWwDmFVwoIZXayy201XWzZkcBOx5cQ8GaTBLTYxZFa7vV0LS5Ne31MSCyylAoqNBS08mVk7V88pszVEdYBZ8Mi91EycYcHnlpB2u2F2C2zv/+ECWRjLwkvvyv78cZbeXI2xfp7Ric93Y6Gnt564dH+Oy1c6zdUUBpeQ4Z+UkkZcQSl+xa9Hd9O6VuVwoiKYjdqRX/uRAKKsweWSzs+RSb5CKzMHnGPiOzxbjgbc8Gq93Mc39wALvLuiRBBeiJnIFuN0H/7M+b+QhBfF6wIgMLvy/I8fcvc/LDKxG/x+Y0k1WYjDNm6WlQwASf8fOEYCDEtdP1dM3hLroSoananA8/Rbk9zduZBUmYrcaIJ5p9nUMceuM8h944r78wzhNeJBYaVKXlJpK/OmNRjdu3Cqqq0VTdyev/dJCzn1XO2ZielB7LC//q/kWpQHlH/TRUtnP646scevM8Xa39EdMkxzPeD764nd2PbZiVrmRzjgUXArz9o6N0NvVGHBx6R/2c/OAKlWcaWLM9n/X3FFGwJoOkzLg7JGDU5nwgqxGMyUpIob2xl6oLjRx/9xLnD18n4I9MvGAyohOclO8t5f4vbyV/VfqCvV1Az6AmZcTy1O/sIyYhik9/c4am6s4FPV9Ghjwcfecix967REpWPEXrM8lfnUFKVjzxKS5ik1zYnZaIEh2TERnF4wuACARCPo+nKegPzbsaGAm23b+a/NXpM247pyR12fzk4pJdS7YtTdOoPNdIe2PPnGNyKLj09K6VjhU3c1BCKtfPN/LmDw7Pi2+XmpNAQlrMsknyqSH1jqAMhYIKfZ2DDA96MBjH+KeSMKGSpaq6m+nokJeWum4+/c0Zuloi8zVYSRhvYJsNOhXq1n9n0fFOMguTuXyiZmGBjTbu9H7rIQiw86G1RCc4VnwDsKqoNFV38sb3D3Lyo6t45+Cs26OsPPHbeyjekL2gzxYKKrQ1dHPhyHWOv3eJ6kstEQePAEaTTMmmHB76yg7K95dFRFEaDy4MRpm3fniE1rrueU1Ah/pHOPzWBS4dr6F4QxYlG3PILUsjszAZV5zjlkqYzgeaxpyKYrNVLEJBhfaGHqrON3LhyHUuHLnO0MDIvO9HSRJJzU1g12Mb2P3Y+rDKTwuBIAjEJkXxwJe3kZgRy/s/O07FmQZ8nsj7LiZDd3fvpq2+m0NvnicpI46MvETSchPJKEikYE0mabkJER976DaNnSsJOtVujnU+h/Ro0JO7y/HZcsvSyC1LW/Lt3kpoqkZzTSefvHqajqbZe/kAJGmRDeJ3IFZUYKFpGt2t/fz6u5/O2Xx5M7KKUpaNBgVjFYs7oDysqRpdLf28/8oJAv4gskGaaG4DfTIW8AVxD3hoa+hmoNsdURZUEFhRVAp9UjH7xON2Phx3P76BqydrlyXrs5xIy01g/e5iLCtcgk8JKdRfa+PNHxzmxIdXGHV7Z11fNkjsf6acvU9tmnfTnqqodLcNcPVULWc+reDS8Zp5O7VabCY2HyjjwRe3U1qeOy9FH5vDwv5nNmO2GHn9+4dorGqft0PtUN8IJz+8ysWj1aTnJVKwNpPsohTS8hJJy03AFWtfVBZ+yaFBcA4lQFVRpzXJ+31B2uq7qTzXwOXjNVw+UctQ38iCxgGz1UTxhiwOPLuZDbuL59VPESlsTgtbDpQRlxTFJ6+e4cwn1+ieB/03HEIBhdbaLlpru7DYTGzaV0J63vw06pXQXblZLQKqnap8PinSfm9gjvnO5+szT1aZvNmqQFVU/L4go8NeBrqHaavv5uRHVzl/qHJWOXN9W8KS9j7dKVgxgcW4CtTr3z/I+cNV83qvwSiTkZ9EdATqHAtFJGX3lQDZKJGUEYvZauTwW+fnPQGZCYIoLKMz5fyhhJlUTFvnNknmAWzeX8abhYdprGy/LftfCEwWI/uf3kxaTsKKzWSDTuGrvtjEG/98iLOfVc5ZqQBdGeTRr98TkWLXOFRVo79riCsna7lw+DqXT9bQ0zYwbxGH6HgH+54qZ/+z5WQWLMwQ0WwxsuuxDVjsZt78wWEqztQviLvr8wSoudxC7ZUWHC4bhWszeeTr97B6W/6KCiw0TZuTsqSEVEJBnbIzPOihvqKNqvONVJ1v5PqFpgUHFKAbJ269bxV7ntxEwZoMDMble1QajLIuk54YRVZRMoffvED1paaIDGFng91lZdv9q7n32c3klKTNq9ISuo1j50qBqmoocySvNE2b6OVb6RXe+cDvC3xuqzHhoKoa7Y09HH5TpyOLoggCaIpGMKjg9wYYcXsY6HbTWtdNb8dgRONvVKwd4+fEW2g+WFGBxXsvH+fjX52a9wQ+LsVFSmbcsppDhcuOrUSMl9jv+9JWOpp65y2lOBNSMuNxraDAYlyGbzaEgsptU/KKjnPwzO/u42//9Fd4hld+c7xskNh2/2q2P7gGu3NpXeuXErphZh1v/uAwF49VE4jA7K9kYzZP/s4e4lOjI6oUqIpKX9cQV0/VcelYNVdP19PZ1Dvv+18QILMwmYe+upPtD6xZdGBuMMpsvXcVTpeNt398hBMfXFmwPKM2JrySlBlLfIoLeQmkF5cSmsacTZFKSDdgbKnt4tCb57lwuIqm6s5F3W+yQSKrKIV9T22aMCy8FRNGQRBITIth/9N68Hn03Uuc+vgK3a0DC5rg2aMs7H1iI498bSdpufN31NUDi3m/7XMFLQKBELjRj/J5CiwcUVY27inBHUY1TRAEUnPib8NRLR8EAUKBEJeOVXPtdD2CJCIwP4GIcMgqSlm6g7yDsGICCxBwxdrYsKeEhmtttDf1RvyFZuQnkZgeu6xHp1Oh7oyRVpL1BtH7vrSV9oaeRZfWRVFg39ObVhYVSlHn5GAHg3NpcS8jBNh632q6W/t5/fuH5k2duZVwxdnZdv8aHnhxO4npsfNu9LxVcA+McvLDK3zwygmqLzVHlDFKz0vkqW/vI39VOvIcGXlVVenrHOLswUouH6+h5nIzXS39C6oMCKJA+b5SHnxx+6KNBidDlERWbc3DEW0lNsnFh784wah7/hNpe5SF3Y9t4NGv30NyVvyymq0tDNqcQdO4tr/JbMDmMBPwhebV83IzbA4Lm/aVsO/pcko2Zt8WR16z1UTZ5lyS0mMpWpfJyY+ucOFI9bxkca0OM3ue2MTj39xNctbC/A1Ct3PsXCFQ1bmTVzBGuVU1WFmx+aKQkhXPk7+9h1CYzy8ARsvKmQssBURRJDkznvue30rT9c6wAdVCsGZ7/pJs507DigksBAF2PrKewnVZdLX001rfzaVj1VScqZ9V61sQICMviYS05euvAD07didQocZhthhZvSWPHQ+v5fV/OrioxvNVW/K455H1S3h0i4dOg5gjsPCHbls5VxB0buWDX9mBK9bBwTfPc+1MXWQO8rcIzhgbxeuzKd9XyvpdRcSnRC+JadBSQ1M1ejoG+PDnpzj0xjlaG7ojovjGJjp54rf26BP7iKqZAqGgQkNFG6c/vrZgGeaoWDv3Pb+Fex5ZT05p6rJkMrOKUnjqd/aSkhXHa/90kPaGyIwPQae8bbt/DQ99dccKDSrGqFBzVKNCQYVQMERieiwHnt1MRkESn712jjOfXmN4IHJ/CFEUSMmO597ntrD5QBlpuQnTeNa3EoIgEJ8azc6H15JblsaqLfkce/cSleca5gycDEaZNdsKePxbCw8qIqGZfhGgB65zVwSDgRCqqrFyiISLh8VuJnWF99ktNUwWA2Vb8ti0r5RPfn160dtzxtgo31u6BEd252EFBRYCZouRjPwk0vMSWb01j7XbC2i83s7Fo9WcP1QVVu87KsZOak78srvMhkJzZ8hXGqLiHGzeV8aVE3XUXJ6/bjtA4dpMvvLHDxKbGLXER7c4hELK3IHF2IB/uyAIAg6XlT1PbiS7NJW6q63UXWujvb4b98AoXo8f5RZpXEuyhMlixOY0E5fkIjU3gYz8JDLyE0nKiMNsNa7YUr7PG+DamXo+e/1sxBNoe5SVR752D9vuXx2xvKooCsQkRnHvc1uJSYji4OtnaarujPxABSjdlMMDX97G+nuKcMUtr7JWbFIU+58pJz41hnd+coRzn1XOeb2LksjaHQU8+JXtpOYkrMigAkBTmXMSrUwaAxwuG+t2FJKUHktmQRLv/+wEnc29c9J5jBYDWw6s4sAz5RSuy8LhWjlGZ7JB7x2MT42mcG0mFWfqOP7BFarONRAIQxMTBIHkzDie/vbeCRf3hSAUuH0JmZUEJaRGRDUM+m/vc+YulgaCIBCT4GT7A2u4cKSK/i73IjYGD44xAL6IWDGBxWQIgoDJYiSrKJn0vASKN2SzaU8Jh9++wLnPKvCM3GjWTMmOJzkzbtkzTDqf987K4kiSSHZxClsOlFF3rXVeFRdREtm8v5QnvrWHovVZK8qVXtM0lAgCvfF1bif/dfxaLliTQXZRChv3jDA8OErAFxzrAbkF6iuCXuqVZAmDUcZqN+GItmG1myNylr3dMBhlCtdm8qU/vI8TH1zm4tHqWasJeqVoO3ufKscZPT/3cJPZQG5pKglp0WQVJfP+Kyc4d7ByziDWFedg/zPlbLt/NbllaRiM8i255kwWIxt3FxOf4qJoXRbvvXx8VsO13LJU7n9hKzklqSu6QT/SisXkiZ8kS6TlJnLfl7aSmB7Lr//uY+or28OPewIkZ8Tx6DfuYePuYlKy4pfE8X45YLGayF+dTmpOPGWb86g838DRdy5y7fTUBn6Lzcj9L2ylYG3movYXuM0JmZUCVZm7Kg4Q8AfR7gDFyLuYGwajTE5pKht3l/DhL04uaBuiKLD/mXIeeGEbkiyu2ITdcmJFBhbjEAQB2SCTlB5LbEIU2cUprN1RwEe/OEXVhUbQIDU3YcEl3/lACSp3ZHnYFmWlcF0maTnxNNd0zbm+JIsUrc9i16MbWLMtn9Qc/YG7km4ORdEzSZFQgP3eoF6mlm7v8QuCgNFsICE1moTU5aXtfd4gGySSM+OITXJRuC6Ty8dr+PAXJ6m50jIts2owyBx4dgv3Pb+F2ETngvpFBFHAGW1j/a4iYpNduGLtHHrzfFhpQdkgsW5nIfc+v4WSjTm4Yu23dIIqCAKSLJBdnEJcsou8Vel89MtTnP742jRVpbhkF7sf28DqrfnLqnK0FNA0bU6zQz2wmD7xi4qxs+VAGQ6XlR/95dvUXpmaVJEkkXseXc8DL24jpyQVm2PlihVMhtVuJrcsjZTseMrK86ivaOXkh1c5+1kFPk+A5Mx49jyxcdHJAp1Ceuc965YaoZASkZliwBe8I+cGdxEeMQlO1u0s4PDbF/BFoDg4AUE3+Nv/dDlb7l1FXIprRc2bbiVW9tNlEgwmmZTseGISnGTkJfHez45z/lAlaTkJRMcvn8zsOHQq1J03eIzzhwvWZs4YWAiiQEpmHGVb8li3s5DMwmQSUqOx2Ewr8sZQFRW700JOSeqc68oGaU731LtY+RAEAZPZQFpuArFJUWQWJfP+z05w9O0LExNQSRbZ8+RGHvrKdhLTYhc9wTeaDOQUp/DUt/cB8NlrZ6dQUHLL0rj3+S2s3VZAUmbsLatShMM47W79PUWk5iSwaW8pH/z8BJXnGtBUDaPZwIbdxex6dP1taUqeL0RJJCEtelYqisEo44wOT10yWYys2pLH1/+fR/nun79Kc3UnmqaRnp/IU7+9l7U7CsZUwlZmlWI2WGwmsoqSScmOo2RjDve/sJVzBytJzYknKta+6O1rmjZGk5v53Fgd5kW5198JCAWViCR/vSP+O3JucBfhIRskUnMSyStL4+qputlXFiA+OZqiDVmsv6eIvLI0krPi5iVr/nnEHRNYgP7wtNjNFK3PIi7ZRfm+UuJTom8JncPmtJBVlDyn2clcA/LtQExiFJmFk/TzBT2rl1WYTMHaTIrWZZGcFYczxobDZb2tE6RIIBtktt6/mpLynDnXjUtyrViKw13MH4IgYB0bA2LinThjbHz0i5N4RvzsenQDj39zF2m5CUvWhC7JEinZ8Tz01Z30d7s582kFqTkJ7Hl8A+X7y0jNicdiNa0IJS29wiuRkhVHbGIUhesyuHqyjk9ePYNskDjw7GaiE1ZWr9RMsDnMfONPH5s1sBAEAadrZtM6g1GmtDyH5//wXn7yP95h455iDjy3hbScREwWw4oe4yKB0WQgMT2G+NRockpSl2zcjoqx860/e5zgLI3LoiiuqH6U5UAoEJnKmNdzN7D4PEEQBKITHOSUTg8sxlkH6XmJZBWlkLcqnaT0GBzRNhwuGyazYUU8C243BO02aMqNjvgwmQ1zyj+OQ1VU+nqG6esZJi0zFrvTgqZqBAKhCUfoYCBEa1MfRpNMQlLUkpf6fZ4Ao24voTl4/SaLEWe0LWxTpKrqpk+KomJdgsmIpmn4vAHMltkbbzVN49LxGo68fUFvbixMJiEtBpvdjNlmxGw1IRukO/5BexdfLKiqSk/7IK9+9xN83gCPfX0XWUXJy2L0FgoqnP2sgt6OQQrXZZGcGYvVbl7RQaum6uPDYM8wqqqSkBaz4ilQywGfJ0Bncy+uOAfOGL3n5u5Ydxdzob9riJorLXMGF6nZCaTnJX4hjdA+rwj4gpw7WMnBN84Tl+wiITWapIxY4pJdWO1mjGYDJosBk8V4d+4UBssaWISCCu4hD309w/R0umlv6aO+uou66x088cJWHFEWXn/lJF/7/X0UrUqbsZkw4A9x7NNKPn77Ii/9/l4KwlBg6qs7+ek/HCQ23sHTX91OYopr2jqdbQNcPd+EIAr6vuZxLaiKhtlqpKA4hbjEhVGvhgZGeePnp2ht6uNf/cdHsc6hVqOqKl5PgNFhHyPDPoYGRunrHaGnY5CO1gEa63qIirbyn//qS3M2Ygb8QfzeILJBb+D9ojYV3cXnC6qqMjwwiqaBw2VdVvfogC+IqmkYjfKKDihuhqZpoPGFzqRpqgYCd8e8u4gYEz4Wc8yQRElYcX2IKwWtzX00NfSSlBJFemYcxmVObCiKSk+XG58vSGJSFJY5GCYzQdP0JLDPE0CWJSRZREOgqqKNhvoe1m3IIisngYV85YqiEgyGMJvDH5vPF6S/bxhBEImNtWM03XnJoCU/4ramPj548zznT9Yz1D+K3x9EEARsdjOuGBuuGBsla9IxGGX8vgAtDb0zVgH8viAdrf24Yu0oisLoiI+hfg8XT9ejqhp+f5DeMUmwYFChr9tNQ00nZquRhKSoCQOlA4+uI8plpb66k3/8zodhpfoiQWZuAi/9/l7iEp38+ifHuXy2AQAhTISiaRqaprF+ax5PvLBl7DW9mdg94JnmdHvpTANv/uI0HW0DKEGFYDCE3xckFFJ1B1BNQ5YlLFYjFpsJi8WAI8pMlMtKU103OQVJsx670WRYUQZ3d7H8aBkY4lBtA2tSkihJTkBaYRS9pYAoijhjdF75cj/Y79SMpCAIK0rV7XbgTg+q2uu7ccbYsUVZPtcT2L6OAcx284poqBdFEdG4sDEzFAzRWtNJ/dVWQkGFe7+8fYmP7s5AdVUHr/zoGCWr03juxW2kzCFcEgwqVFxp4cqlFp7+0hbM8xxzfd4AP/3BEepqOvkXf/wAJWVp8z5mvz/IyLAPu91MVMyNniWfN8DpE7W89+ZFHA4zWTkJ89426MHW3/31R+TmJfD405tISJpKT+1o7eflHx7FZDHy/IvbSM9cGslaRVEZGfHT2+2mq3OItpZ+Guq7GXH7ePK5ctasz1pQoBQOSx5YuGJs5BWmYDIZSM2IJTk9BofDjM1hxmjSOaAXTtUTl+iku2MQ0JDG7NMnQ9M0Wpt6+c5/eZMnvrx1bDAV6Gwf5MTBKkRR5xO3t/STPGaOZ3dasNrNNNZ00VjbpbtlKyo79pcQ5bKybnMuf/2T30KWJQxGaUpAMDQ4yps/P82V8018/Q/2Ubw6/caxoNOx0LSJxsf0rDg0VUOSRSRJ4MLJeq6cb+apr2zB7rCgaRohRSNt0kUhCCDKeqVEuGmSl5jioqA0BZvdhN1pISbWTnS8A7vDTFNdNyVr0snIjtfpYwJ8/NZFVE1j5/5SXDEz84xXGt6+WkXboBuX1UKczUqc3UqczUaszYIsSUjzoCkcq2/iw6rasA6xAgJf27KerNjoL+ScyhcMcba5jb/86DBmg4HS5ASeWF3C9txMXBa9sWz8vNzpE5U7/fiXEuP3gjb2ty8UwhcMEWP9fE9IP8/QNI1ffuc9rp6oofy+1ex/fivpBckzUjAGetx89LNjOGPsJKTHkpgeS2yyC7M1Mj+XxRwnTK0Ozfea+/DlY3z0s+Ps/9JWdj6+ibS8xAVdt+cPVtBW14WmqgiCwK4nyycSEMuNnvYB/v3j/4u+9gEURSU2KYrdT23COEOGeiVh4jvUNDQNBrvduOIdUyoymqahKjqbYhyyLGK6iZIdCim0NPXS2zNMXkEScXEOPJ4AAX8Ir8fP0JCHgb5RenqG6WwfoKmhl7raLjwjfmSDiMkk88wLW6cdo6qo+AMhFEXFfBOlXpIl/P4gfl9453hVVdE0Jqjq4a6tzvZBvv/3nzHQP8JTX9rC7n0lE9vWVAiMudIvtFrR2zPM1YvNWK1GHFHTA2hNEPD5Q2PJkMgIRUpI5cTRaiqvtY0lpUN4vQGd8TLiY2jIi9vtnUiqjyerVVVFEkVc0VYSEp2kpMXM/0OFwZIHFharkaRUF8FgiPySFIaHvPztX7zL9r0l7H94DT5vgFd/cpyoaBsbt+cBM08MHFFWElOiOX+ylnWbcwHo7x1mZNhL6ZoMerqG2Lm/hGde2o4SUjn00TVaG3vYff8qUjNiERAwmKSJC89sMWC2uKbtR1U0aq93cPpoNVt3FbFpe/6cGa5N2/PZtC1vIhPYVNdDSno09z22nui4sQFM0y+kcdWaQCCEqqh6mS0QAk2beDgkprh45qvb+eTdy3z6ziVKny1ny65CairaOfJxBS0Nvbz0e3txRFkYdnt585enGeofJa8wmZi4hQ2YmqahoX+EWzXpONnYwttXr+MPhfRTJ+hBgADE2q289ltfJsYaWVNgbU8fr168RkidXvEyyzKPrCoiK/aLJ+2qaRptg0O8caUSv6LgVxRONDRzqrGFaKuFdekp7MrLojwzjZQoJ7J4t4x/p0LVxh8QGqqmElAUmgeGON/SzpmmVi60dlCanMB/fmAfyVGfbxWfzysGut201XfRWttJW30Xb37vE3Y+vpHf/x9fxh41fawcGfTw3g8P09XSB0BiRizP/asHuf+rO6etq3sCKYiiiCAuvPdE0zSUoEJTVTvv/vAw9igLT/7+vThj7RFvU9M0Lh6upL2xm5/+/97k/Z8c5d//8+9QvHFukY6bcfi1M3z2q1ME/UHs0TZW7yy6ZYFFXLILZ6x9LLDRcPePUnm2gTU7Cm/J/ueDcWaFqujBQtAfpOl6B+cPVnDqvYu0N/TwF2/8G3JWpU98j6qqUXWunn/7yP+c2M6GvaX8xx//3pQerraWfhobesnKjSc7J4H62i6+97efcL2iHVESJpJbiqoRDIRISIoivyCJlNQYklOjyc0PXxHo7Bjk5R8epaWpj6/+1i42ThJxkWXxxrUcJqX4d9/5kE8/uMr/+5fPUbZ6ejVD0zSGhjxcr2wnPsGJa5JAgSgICPNj0E+DZ9TP5YvNRLmsbNqcE7YiI4oCoiDonyPS+1EAo1Hm3TcuYLIYcDjNOOxm7A4zCUlRSJJIR/sAa9dnsXNPMTFj7KHoGBsOp0Wn9y5hVXfJAwtBFGhu7OG1n57kwac2sOveMmLjHVw628Cq9RlUXm6lv3eEp7+6bSwWC/9hBEHAajNRUJrCxdMNeEcD+H069ckVbaOgNIW+3mGUkMqbPz/FkY8rGBrw4PMGuHCqAVmWsDtM/MF/eJjUjNiJbd4MTdPobB/gtZ+ewGQ2snVPEYIoTJiqzfTFjuusj6tBtDb3EZfkJBAIMTrsB0GPrI8frOLM0RoMRhlVVWmq62F4yMPf/Nc3ySlM4uGnN2FzjGWQJT3ACAYVKq+0UrImncKyVFatz+Dkoet0dw4RFWPjjVdOMdg3yrf+9b0Ur0mf98NA1TQCIYURfwC3z0+c3YrTvLzZrHHIogjokyFgLCDX/+4f9WIzRp7VkQQBSRAIhgnqTbKsVz8WfcR3HrzBEOda2jnZcMNtXQMUTaN31MNHVbV8XFVLVkw0f7J/J3sKcr6Q5+lOgTYWPCiqhqKp+m9VRVFVuoZHqOnpo7Krh8qObq5399Lv8U55f2VnDx9dr+XFjWtXrNP2XcyMxopW3P0jgJ5pVFAp3ZyPYQbutSgKGC3GKd4d4ZQTlZBCT2s/R986T8G6LEo35yEtUGHR7w1y/J3z/Oi/vUZXcx+OaBsWh4XHf2cf5jl6CcfR1zFI9YUmvR9IFslfm0nRhuwFHc/451VVDavdckvNIAVBYOPeUmrONxIMhAgGQlw5dv22BxbaeAJizOw3FFII+oN0NfdRfaGRilO1XD1RQ3/n4BSDxN/83Uf83l++gM1pGZsTgcFkQLnJPHDyNaZpGjXXO6mu6mDbzgJSM2Lo6xkGDYpLU7lnbzFJKdHY7Saqq9r58T8d5ssv7WD/A6vmFPURRXGiR1ae5/cqigI+XxCjMfw+Av4QbS39DLu9bNmRT9kk5spiH5KapjE06OH0iVriExys25RDMKDcmAuNQffo0tBU3a/Ld7Ofj6ZhMMgTwVkwECIYUihbm86Pf/37086fqmkc+qSC6qoO8gqSJiowN7bHjUrGGIPIYFhcoLH0gYUgULY2kyvnmqit6mTD1jxWbciiqa4brzfA+VN15JekkJ2fRHNDz4zb0TQNg0GifGcBa8tzqLrcgigKlKxNJzHZhcWql91UTSMrXy+XXrvUQk/XEGs3ZdPROkB7cz+jIz4URUUMk43RNI1ht5dDH17l7PFaMnMTMBplBvtHGegbISklGostvOJSV9sAL//jITpaBwBoqOkiOtbGf/njX2C1mtDQsFpNPPLcJjJzE5ANEqGgwmDfCMFAiPTseOIToxAlUe8X8emBU0JSFCVrM9A0jYG+EQQBNm7LJyM7HqvNyLWLzbz/2nnK1mewdlM2w0OeiR6W2WR3NU0jqKp4AkE6htwcqWvinWvXGfUH+Pf37mJ3fvYt4eAbZQlxhkDILMtjgUdkkCRRH1jCtMwYZekLOYlSNY2m/gFePntp1iKqy2rhy5vWsC07Y8bv4y6WH+OUJXUiaFAJTQocQqqKLxiiZ2SU1kE3zQODtAwM0dQ/SGPfAG7/3AZOXcMjHK1rZFdeNpkxruX5HGO0q2HfPAylFgGTLOMwmabd44qqMuwPEAgtrI9uOSFLEjHW+fUOaJpG3ZUWhvpGJl5LzUlg0/6yGXvmREmc4lUiMP3ZF/AHqT7fwC/+6l0uHKykbFsBX/uzJ8hfl7WgSbjRLBOdEDU2+YThgVE+/vlxkjJi2fHoBuQ5mnY1TePYW+cIBvRJlMNl47Hf3rfgCoosSxOsA7PNFJEEvKqq+L1BgmN9ocIEXQbmO6tML0hBHDNlDQUVrh6vZtTtmed2dDrSeFVBU3XZ+5mEV8YpSqGgogcQY1RwZSyQ8Hn89HUM0FrbRfP1dhoq2miuameod3hGp3VJljjx7kX2PrOF9XtLJpKtpkm0LlEUpkkdu4e8VFe20905RFy8E5fLps9nREjPjGXrjgLix0Rwhoe9SJJIMKRExPwRRAFJFiey+vOBKOoBSbi5jqZp9PeNcOZEHa4YG+mZsQwMjE4sV8boXxow7PbR0+0Ouw2r1YTVNn1sCgYV6mq7aGnqY8/+EoxGiQ/fvURn55DeDjB2/tyDHlpb+pFlkbffuIDDeWPM0FSNUEhh974SsvMSkGWJ0ydqOXakGoMshRcV0TTaWvsJBEKcO13P8LAv7LlRVZVgQKG4NJVd+4pxhqmGRoolDyxUVSU61s6ue8vw+4IYTQZ27C1mx75i/L4QG7bkkpASjdNlYbarSNM02pp6+Zv/721EUWCw38Ng/wjv/Posrhgb+cXJaJpGY203iWMSYHoZTMBgkJEkEZ8vwJGPKnBGWUlIjppy4etSrUHOHK3hzV+cJiHZBehGeJfPNvKLHxxl5/4SHnxqA06XddqNrCga7S39ZOYmoKHh9fh58OmNvPwPh1j7QDZ+X5CrF5op31FA+fYCBFFgaGCUUEihpqKd576xE8NYIDA64uOz965w7NNKZMONCfGP/u7TKfs8ceg6Ha0DeDx+hoe8/N1fvouqaoiiwDf/8ACZudNLh5qm4QuG6B31UNXVw0dVNRyrb6Z31DOxztH6JkqSE0h2Lj9VwiBKiEL4wcBmmh8HVRalGQMRkyR/4SbMmqYx6PHy1tUqqrpmDtoB4u024u3hZZHvYvHQplQY1GnVhtDYayFVxRsM0j/qoXfUQ/fwCN0jo3QPj9LlHqHTPUzvqIfQIp2QL7d38V5FNV/fsh6TvPQqIxpwrL6Zv/r02JJv+2YIgsCe/Gx+e/smHDdVWgc8Xv7PoZOcbW5b9uOYDwQB8uJj+c5TD83rfQFfkJqLTbjHAwsB9jyzBXu0bcZJtySJWB03Agu92jX1+mmuaueX33mPsx9f0ylIhyp5Lz0WZ4ydpKy4BU3YSjfn8dS/uI8f/pff0NM2QGtNJx/+7DgJGXEUbcieMukZnyyPTwE8w14+fuUESlBBlERKNudRuiVvStVlHJFQtib3BBjNckTN+6NuL0ffOMeFQ5WYrUaMZgOSLOmTPlHv8YwUo27PBJtBVVSqLzTx0794ax7nVee/h4IKQX8IvzeI3xvga3/6OOmTPakmv0PV6G7t59wnV/GM+HD3jzDYPUxv+wDdrX30dw7i88wgnSvo/lBGk4zRbMBoMmK2GUnMiCOzKAVFuTHpFwRBPy+yiBJSESRxCgVKVTWqqzq4eqVlbP3xn/Dn0Gg0gCAQCIQi7ChYHqiqRkf7IJcuNOH3BXn1lVO88auzU9YZdnsJBhRe+fFRXv/VmYnXx/tw/f4gTz5bzpPPb8ZiuTGf0TQN95CXT96/giyLRLlseDwBKq+1ce1KKwL6feoe8jI6Mj7xF2hq6CHKZcVmG7Mn0HQRoLI16WTlxgMw0D9KdWU7AsJEMDsFGoyM+FBVjZ5ud1ixJG3s82uKSkysjdAifVmW/AkzMuyj6nIrHW0DSLLIiUNVE8s0Vc/MNdV2YbUZCQZn9oQQBAFntI1d95YxMuzj+GeVOF1W1pXnkJjiwmwx0NrYR0N1J8NDeum/r8eN1xPg1JFqPCM+hgY9nDxynS27ColPjIKxe3o8qDh7vJaXv3eI0jUZ5BUlcejDa8iyRF5xMgWlKXz45gWCwRAPP7OJ6Ju4ouNlqNzCJAQBujuGKN9RwKs/OUHRqjRGhn1UXmnF6wnQ0TowpYn7ZmgadLYP0N7ST9GqtImGnsmXyPgNN1lBQAO62ga5cr4J/wxKV4qqcrGtg789fJKLbZ0Elenn/LPqenbnZZNgty171cIozVyxsM1TtUoShRmP1yCJX7jAIqionGtp5xfnr8y5bnV3Ly+fvYTTYmZjeirGZZRpvVMw3uynjjUuqpqGNkbbUyeqCvoDX5lUZZh4XbsRLPhDIdw+P0NeH0M+H0NeP26fT//f66Pf49V/Rr2M+P3L/kAd8Hg5VNPAurRkNmWkLXlAKQgC3mCQ2t6+Jd1uODjNJswGeVpQMY7O4eFbchzzgSgIRFnm73jeWNFGV3PvxATbGWNn04FVWOwz04turlhoijqNtpJekMyancXUXmqmv2sIgE9+eYLkrHge+No9OGMi740Yh9FsYNP+VfS09PHr//shI4MeLh2pJDU3gfjUaOJSoqc0ANdfacEzNom6fOQ6zdUdaJrOk89fm8m1U7XT9mEwyiSk6c3os0EQxYnm2kiNA4P+EA0VrRx+7cyc684XnmEvr/3dR4vezpO/e2DmhQJ43D7+6c9/jW80fOVQEPQqxHhFA3Qn98SMOFLzEknPTya9IJmMgmTS8hMx20xhz50ggChJemAhMCVoHBn2cvlCE/W13RF9JpNJQhAh4AsRabMyY2uqmooyKfhUVe3GOK5qU5bBjTF+2rbGaErHj1wnGFDILUgiPuFmWwGN+ppuPN4ASSnRJE26BvVeJZVgSCE+0Tm9kqqo1Nd2cfZU/YR8bHKKi2//4QE0TU8GDA2O8oufHufIZ1UTsuYBf4iHn9jAg4+uw2Y3oakawZCKxXKjaf3+R9Zy/yPrkCQ9OPOMTg0eNU3jyMEqvv/3n3Lg/tU8PaZSOhlmswGTWdYrZGOiRIvBkgcWfm+Q+pourl1sHivv6F+we9BDW3MfXk+A6Fg7X7HuntXFWhAE4hKcPPalLVRdaeXg+1ewOyxk5SWQmRsPCJw8XM2DT2/kvsfWMzrs5aO3LtJY2839T6ynuqKd8yfr+KM/f4zM3IQpA9qI28epI9X89B8OkleUxIvf3sOl0w0T+07NiOXJF7cSCil8+u5lFEXlkWfKiU1wTGxHECOQcNSgqa6b7/zXN/n6H+ynKEyz0MSKGuQUJPLMS9uJjXeMmf+N7SvMOyRZxBVj5+zxGmqq2mfMyEii3szkCQbDBhUAHe5hjtY3UpwUT4JjeRvcDNLMFCWb0TivQrEkiEizfO4vUkOyoqrU9/Xz3aOnGPHP7RYLcLqpFZvRiMUgU5aciEH6fAQXvSOjDHp9KKoeGIAevDP+n6b/NUFDmvSjqBoBRSEQ0n+CikJACeENhvAGgniCQTyBIJ5AQP899r937Pd439JoILLv4FbiakcXb1yuJD06iuQo55L21Qjok2dZFBddXZkLyU4HxUnxYZcZJAlphoro7YQgCJjnWSnSNL1Jtrd9cOK18gOriEuJnjXzLUki1kn0CUVRpzmYmyxG9jyzmY6mHj5+5Ti+UT+hgMLr//AJydkJbHlgDSbL/FWMnDF27nminM6mPj75xQmCgRBH3jhLRmEy+5/fhmUs4FEVlb/9k5epPFM/bRtBf4gf/bfXwm4/PjWG5//oQR76xu5Zj0MUhXEOE5JBikjBR5RE7FFW4lNjJqoiwlgj7fj/wUCQwd5h/OOZfwFiE12Y7eEn4OGghBTc/SOMDt3ohTKYZKJiHTf6UcbGKMb7IhQ9oTFTX43+mUWiExzkrs6g8nQtRrMRk2Xsx2zAaDFidZgxW02013fTVtcFQOGGbL7+509RsC5rXs/MCWUlhInAIhRSqLjSyrnTDZhNBoLi9DnHyLCPttZ+PF49+OnvG0VVNLq7hmhu7EM2iBMUMKNRJvVmpSINNBVGh31UV3ZMubYVRaeQe70Brle24/VODbC6OofGFJGmjlFKSKWuposjn1WSmRPPH/zRfeTfVBlSFJV/+rtP6Hr1LI8+uYF7H1wT0XnSNI3BAQ/vvH5+UuVGp+tNpjk11HXT2tJPYrKLUEghymXFPeSl9nonoyP+MIEOE9sZP7762i4+/fDaTfvXe4CDAYXLF5sJBKcnodduyGLthixsNhMswTRgyQOL+KQonv/GVPWJpvoeDr6vZ1GjY+3suq+MTdvzuXaxOdwmpsDnDVBd0UZbcz9JadF88s5lTBYDuw6UoikqoiBw6sh1zp+oo32s6ea9187j844bm0hTgoqu9kGOfFzBay+foHRtBt/4w/24oqfLtWZkx/PEC1sJ+EMcfO8KgiDw0NMbiUtwRnzzCaJAUmo0UdE2fv3jY/zuv30g/HqCQEKyC4NBwusJ8PHbl6iv7kSSxCncu/HPoKgqOfmJPPxMOXEJTnbuL8U6Q5AmCAIlifE8VFpEc/8gwzNMOj+trmdPfg4xNuu8+hzmC8MsPRZ643bkA9tsFQtZFMOqQnweoWkafaMefnz6Alc7IssSjeNgTT0Wg8y3tm2kICHucxFcnGtp51cXrtI1PDKhlqRXHvQkh4qKquoViZA6FkQoCkFFndZI93lCQFE4XNdIZoyL5zasxrWADPpskG5BYCEAKVEOChNmCSxWIL1PBEzzrAqODnmoOlvPYI9eUTCYZMrvWx1WCWrKviQRq+OmwCJMRTsmMYr9z22lva6LS0eqUEIqgz1uXvv7j0jLSyS7NG1BRpDJ2fHsfHwjdVeaqbnYxGDPMJ/84iQZhSms2laAKInIBlnvCRxT1BQEYZZ9jWWeNT2hFomfzGTrFkmKzBnZYjNRfu9qUnISkGQJ2SDpxylLSAb9Z6jHzae/OsWFgxX4vQEkSWLt7mK2P7weu8s2ZwCjhFRaqjv48OWj1FxsAvRKT/GmXPY8s4XUMTrzhBxoSKdCBfxBAt4ACemzexqYrCa23L8Gh8tKXEoMCWkxxI//pMYQHe9ksHeYn/z31ycCC9kgT5knRQK9SjHeg6L3OmiaRneXm6OHr+P3BShZnU59bde091670kpf38hEA7XfH8Lj8XPqRC1trf2IokAopBIKqqSkRfNv/+OjU/ctgs1uwucL8uarU6lKGnqPQjCk8IuXj2M0TJ/ixsY5ps2phoY8HPykgmBQYdWaDHLyEiM+F7NB0zSCQYUzJ2q5fLGZklVp1NdNpykHAyGaGnro6hyidFU6w24vDqcFV7SNuupOWpp6SU2PmaDPh4OqarS1DPDWb86RkBRFfMINavtA/yiqqjIwMDLlO3EPeelsH8RkMlBSlqYHFkuAZbf0U1WVz967zKfvXmbLPYXsPFCC2WLEPehBmcEY78Z7NTrbBjhx8DqOKAtOp4Xs/ESqrrZy6UwDwaCCxWokMcWlO3fLIv29I+QUJBEda8NsMeKcJBdWX93Faz87wfmTdWzeWcCXf3s3cYlOvDOUDXMKEnnihS288v3DHPzgKonJLvY9vCZi90gB3Vvjsec384P/8/GMgZTVZuKBJ9ejaTDQO0LFxWbqqzvp7XaTW5hMTOyNKkJNZQddHYPkjVGwcgqS+P1/9+Csx+Ewm9iek8G5ljY+vV4XttjYOujmWEMzhYnxxNoW3rQzFwzizBQli9Ewr942URCQZ8hOSqLICpxfLDk0TcMbDPLW1SreuFw543pOswmjJE3prQF9IP6gsgajLPH1LRvIi4udt9LGckHVFALqMEHVA5qKhookmDBKdjQ0AsowAiIaCkbRgVHSB9J1acl8UFnD6aZW/CuwiXepIYn6hH7yjySJYz1IY8skEWlsWWP/IE39A0SlJC1pVU8SRQySiG8ZT7nFYCA7NmZG6VzD2OdcaRAEAeM8KxbXzzfQcr1jgqufXZJGdknanBNrUb6pYhFSCPjCJ5QK1mez8/GNtNd309nUiyAIDPUNM9DtJqNIXVBgIQgCRZty2PHoBjqbevG4vQwPjDDYO0wopGAc26bBZEAcE2BJyUkgd1U6UpjgyzPio/J0He7+kYmgJIKDmPhTjIRdgF7FKdqYQ9Ec8rbRiVGEAiEuH7tOwBfk0uEqijbkUFyeS1SsfcZqUigYouFaG7WXmqgb6z8wmg2UbsnjqT+4j/V7ShdNUbQ6zDz+7f089Qf3zrtPZn4QbnhxCfpkHw26OgZpa+ln3aZs4uKdYQMLu91ESmr0lB6ElqY+lJBKalrMGFVLdz2PC5Olt9nNbNmeT2ZW3LRlqqrx7lsX6Ooc4v6H15I6gyFfTOzU8UNTIS7Ozp4Dpey9t1QXBlLHlUHnPht6hUUNqyTq9wU59GklKanRPPjoev72rz6Y9v6O9kEunG3A4bCQV5DE1cvNCAKs25BFZ8cgx45Uk1uQRHKKa8YxWwAMRgmTSWbTllz2HCiZ+GznTtfz6s9PsW5DFvc9fKPScuViC++9eQFJEle23Kx70ENH2wCeET9+XxCvx09DdReCAAP9I3z89mU8oz7Wb8nFapu91OoZ9XPmaA29XW42bs2js22A3MIkklJctDT2EAoqyEYJk8lASnoMw24vJrOBxBQX0TF6Y+rkSVLl5Waa63p45JlyHn2+HJt99oydIAgUlqXy2Je2cOyTCqw2U9hmstlgMEis3pjFfY+vIyU9lp6u6UoCgqA3nINulPfcN3aSmOLi9Z+dZNd9pex9YDUWq4n+3mG+81/fxOmysGV30awqUDcjJy6GfQW5XOvootM9Enadj6tq2Zufg8tiXraHsyjOXEewGObbYzHzzSCOd4x9zqFqGodqG/nesTMzZopdFjP3FucTa7Xw+uVKOtzDU5YrmsbbV68jiSIvla8jd4UEFxoq3lAf7mAznlAXJtGJTU7CTip+ZZA+fxUWORZvqI9oUx5xUikACQ47j64qoqqrh7re/tv8KSKHgC6faJRkjLKEURr7kW/6LUkYZAlZlDBKIiaDjEWWMRsMWAz6b7NBxmIwYJblm17T/16O5IEoCMgzVLwSHDYS7fY5rysN6Bvx0DI4FHZ5vMNGSXLCjMkJaZbEBUBxUvy8KUnzwYg/QEPfQNh70TiPamDQH+TqiRo6m3onXiu/dzVRcXMLbEiSiH1yYBFU8HvDBxaiKLD1wbVUna3H+94l0guSuP8r91CyOXdKQ+58YXNYKL93NS3VHfS2D7D/S9tZv7tkipKVbBhrqlY1Nuwt5Rt//lRYadq2ui7+x7e/j7t/ZEIRaC4Ik8Z/cYmr12Vb8/F/ez+KonLtZA297QO8/Jdv4e4bZsdjG0nLS5wSIGmahs8ToOJULW//80FOvncRTdUw20ys2VHIY7+zn3W7ipfEHV4QhEV9b/Pa183/iwI5eYk89+I2HA4zbWOKmTejdHU6L7y0Y0IVCqCxoYeB/hF+6w/2YZ3FyHHc9DgtM5bCkpRpSd5QSOHCuUZGR/xs3ppHyarp9HNdKVTvoxunJsUlOHjpt3ZPNKk3N/ZSV9M1oT4FepK8taUfVdW4XtmBeUIZS6+GK0GFTVtzcThvmJEKgoDZYuDeh9bg9fjJzJ4eDHk8fi6cbaDiWhvbdhSQX6gHFqBL87Y093Hks0rOnapn331lWGeqKgj6te73h7hwpoHOdv38axr09Q4TCIa4fLGZ/kkKc/19owwOePTAcAmnS0t+Bba39PPOq2fpbBvQHQ4Fga6OQfz+EKqi4YqxkZkTT05+En29UyfZqqpSdaUNs8VAVl4C7S19HPrwKsWr0yhenUZn2wBpWXGkZcby2ssnaGnsw+8N8qsfHqW3Z3jCKO7koSoG+kYZGhjlP//Vl8hxJAGw76E1pKTHsnZTdsSZGFEUWb0+k4LiZIwmeYrMWqSwO8w8/ZXtuIc8XDrbMPcbgPVbcrl+tY2TB6tJTHaRnZ/IR29epLN1gOe/uZOYm8p5c8EoSWzKTGVbdiZvXKmcphIC0Ng/yImGZvLiYxfUaBgJZhvgLZFkoiZvSxBmnETMFsB8nnChtZ2/PnicQW94CTmrwcA9edl8ffP6CarZL85fnuZ1EFJV3rhciaZpvLR5/YqoXEiCgShjBormZyTYhtOYhUWOwyYnEFRHMUpOjKIDVQohCVOv182Z6axKSaRt0I3vNlYtZFHEJMuYDTJmWcYkS5gMMqax4MEkj/2WpIlgwGYyYjMasRuNWI3j/9943Tb2utkgY5LlCaOp2w1RmJmauDUrg0dXFRNlmb3Urqgar12u4OfnLoddnuSwU5oU3jjrxjEI4wybafjdHZtJdjqWLedQ2dnD//jkCO6bZHcFQZjX/dRa18X1cw2MDOkVxqg4B6Vb8rBFIAEpyRLWSY6+oaCC3xuccX1XnJNdT2wiMT2W9XtLyV2VsSST08yiFB76xm5ESSSnLH3aNnVZ2/l9EbNTpm7GmFPWEn/XgiCwfm8poiwiGyQuH7vOYI+bX/71+7TUdLLryXKKNuXginOgaRod9T2c++waH758jNpLOv3JHmVl072reORbeynelPO56QeMclnZsj0fYMbAIhySU1zU1XTh9wWxWMJL/IMeFJw5WUdf3whbtheQMYsozkw49Gklfb3DPPfitimBiSgKiKLM6Ig+0X/5h0d1OrosTlylI8M+QiGVgx9d4+TRamCMnq7oMrB/kfPlKX0TAAaDzJ79JQQCukfGZAQCIa5dbuXgxxW4XFY2bc2dwlAxmWXu2VNMXU0X7799kSiXhfKteZhn6n/SNERJwBVjIyMzbvwlAJob+3C5rBOvA6gadLQPjOmez/tUzoglDyxcsTZ9Il6SQlyCk+g4Bx++cYG25j6eeWk7RZMiyDPH9EFzvFNfCam89vIJnNFWfu9PHkQJqWTkxHPgkbX0jmkGC0Bbcx9VV9uIT3KSmOIipKis35LLjn3FE9s+dbiagx9cnaICYLGaWL8ld9oxz3U+DUZ51oFWlESMBgkBgazcBOxOyyTJsPHsyRw7uQlOl5UDj67llX86zLuvniM+ycnls01s31dC+Y6CWbl2MyE1ysmO3EzOtbTR1D8Ydp0PKmvZW5iLw2xaFlUlMUypcBzzrViIswQWK2Oqtbyo7u7lbw6doKEv/ABukCTWpiXzpQ2ryInTG+AeX13MgNfLO1evM3yTB0JIVXnjShWKqvHS5nUUJsTf1uBC1YIMB9twB5rHfFhG8fsHkQUzomAATcMdbEYUDMiiGVVTEAX9vrAYDezKy+Z0UyvtQ8Nz7Gl+kES9EXeiCiAbMBukaZUCs0GeCATsJiN2sx4s2E1GrEY9WLCOBQlWo/6e+VYKG/oGsBoNJC6z6EIkEMdoV+EQ77BRnDQ3zTIQUvjhqXNhl5lkiYyYaNKio8IuH8e4k3w4BZj8hDiyY2amEywW/lAo7DkQ0GmgkSAUCHHhYAWNFTckc7OKU4hNdkXkMSFKInbnjfMcCobweWb3F1m1rZBV2wun+D8sFqIkUrxp+vN2HIIkznvSP95Q7fP4Geh2E/AF9azyuNvymOOyx+1FG/Nm8PuC9LT1E/AHCfpDJKTHYLGbF3UNiKLAul3FGE0yjmgbZz68wvDgKAdfPU3NhSa2PLiG1dsL8Xn8nPrgMifevYh3xIcgCsQlu9j5+Cbue3EHmUUpCz6GzxMysuIIfnyNtpaBsD2v4/B4Alw630R9XTcFhckLCiw++eAqVdfaeCaMOhLodKKikhSeeWEL8pg3xLgc7Ikj1Vy52MymrbkUlaQCN3yIQkGFmBnc3QVBwHST6mUwEKK6qoO3XjtHR/sAjz29ibI1GbqR4CQUlaZw30NrePmHR/nVz04SCCiU31QZ0Y9Dr9hIokhMrJ3svISJ4/P6AoiiQHSMbeL18fNZa9CpZzMpZi0ESx5YJKVEk/ToVF7b0Y/1LvWbb2RprPmnp8vN0KAHrydAS2Mv2YZEJFkkOz+R57+xk6S0aHo/caOh6/HWVXXQ3THI5p0FxMbrmXufJ4B74AZ/3DPRNxHZ4KFOZPAjO7napAgvKycBk9GA1W7iiS9vISbOQdXllvAmNjMY0UxGKKTgHjsfZouBU4er8XoCOF1WXDE22lv6iY13YHOYMZkNEQ+QkiiyPi2FzZlptA26w5bra3v7ONvcRma0a96+EpFgNrqreZ4Vi9kCiwhptXcsmvoH+fsjpzjbFF6vXxIE8uJjeGHjGtam3Xh4ZcZG8+z6VQx5fRysacAbnJrJVFSVt69V4QuF+PqW9axKTrptwYWGhqYp2A0pGEQbTkM6Ic1PSPUyEmzDHWzGLLkQBBOqFkLTQiDcCLg3ZqQSb7fRMTQ8510tAGaDAatRDwwmfsb+t068JmMxGvSAwXQjaLAaDdgnvTZeYZBFkdFAkN7RUbJiwvN9FwpFVfnRqfOIgsD2nExWpSQuu6rbbNBVoRZ+12marsh1uX06LxsgxmqlLDlhTkrROB1qRTXiC+FNucKhvaGHK8eqGei+QQezu2xzmsyNQ5JEbFN6LFT83gCKos4YmNysNqSqKkO9I3Q29ZBZmILFsbiJeDhMprE2VbbxwctHwybwBnuGGey5wW4Q0F26P/3lSZqut0+ItIiiMCEzW3OxicCYY3FbfRevffdjZIOE3xvghT95hNyy9EU/IARBoGxrAVFxDhLSYjn21jnaG7ppq+/i1f/7Iac/vIx32EdvxyAAslGmYG0mu54qZ9cTm3DFh1f5WQg0TSPgCzLUN4Isi3qzuSQhjlN5Jn3WgDcw0bcDOr0o4AtMDT7H5bYVdYJ+FAopCEBs8tKMY8GgQm+Pm7g4BwVFyciyxNXLLZSsSp3xWhPHKlb674V9geOiAYYZKJFGo0xxWRrFZVNpVIqi0tM1RMWVFtZvyo5YFSocvN4AF8418s7r56m82sqOXUXs2luMzWaaFliIosj2ewrp7xvhzVfP8sqPjtLZMcijT27E4TRPol2B2WwkJS2ajvYB3n3jAqBPU4cGPYRCCtVVnQxOmicrikpsnIMol3XJEgqwzM3b7S391FZ1UFPZPqawMPWBEJ8YRVS0lY/evEDFxWZ83gCjI342bssDwGwxkpWXSCAQGosIQ1RebuHM0RoysuNZszELjyegG9Bca5sUTOhVDc+In0gCBU3TCIXUsZJWZD0USkiZcKvMLkiiZG0GAMWr03nt5ROcPFxNcrp+AwYDIequd1Jb1U71tTaMJsOUQVVTNTpa+6m93sHwkJehQQ+9XW76uocJBkPsvn8VNruJlsZeTh2+zvmTdcTE2rFHWbDaTNgdZnbft2rC/2I2JDrtbM5K53RTK41hqhaqpvHutevsyc/Gaow8aIkUNw9yk2GZJ/d5snTb9GWf3x6L9iE33z9xlo+v16GEmTzpyjlOXtiwhnvysqYEXwJQlBDHlzeuYdQf4GRjC4GbZIgVVePDyhq8gSBf37qB8sy0ZVUKmwmSYMRlysWvuBkKNGAU7dikJPyKG1Ew4DCkISBiEK2oWgBFCyJxg2oTb7eRFx9Lh3sYSRSxGgwTlQKLwaD/HqsWTCwz6UGDdYySZB0PIow33muIQGVm3In6dFMrp5pacXt9/MvdW4m2Ll1vQ01PHx9U1jDg9XKysYXyzDTWp6dQmpxIZrTrlgeEs1GhIkXr4BAdM1SY4uxWVqcmzbkNaZaEw+2CQGSBRdAf5MKhCqovNLLQuEgQBUxWI7JRIhTQ7+1gIITfG5jibzEZqqoyPDBKb9sAXS19dDb20N7QQ2tNJ1/6Nw9Rtr1gIhG4ZBCYeBZcO1VL9ZhK0s3QNI3AWI/I+BGMDnmoOF3LhYMzC1aMo7dtgCNtN9SDHvr6bjS0Jatqp+cn8+QfHCA5O543/uETGivbUBWVlurOiXUEQa9U7H56M/uf3zpFtWspoGka7fXdvP7dj5HG5lqyLCHK0+XdPcNe6q+2TPzf0dDNez86QvRNjdKqquoyt4pCKKg7eEfFOfjanz2x6OMNhhROHq3m8sVmnn1hC1m5CUS5rJw5UcuTz5VjNM5wr0yaPiz0+5sYG27TEKFpGgN9o3z64VUuX2imfFseq9ZmcO50A6dO1DE06KGzfQijUeKzj67hjNINmtdvykaWRd554wIDfaPT5qqiKJKTn8hL39o1bX+XLzbzzuvnKVudzu79JdOOKTk1GssCaP4zYVkDi4G+EY5/VkkwoLB5Z8FED8Q4klKjee7rO2lp7EUJKVhtJp792nY2bJ1aPh031gMYHvLiirGxY38JKRmx1Fd34ojS1aLK1mVOvKe5oYe6qo6ZuWiTIAgCVpuJ+KQo5AiNQaw2E1vuKSAjO35KM5koCriHvBSvSmP7Xp2apSgqTXXdvP/aeYxGmS27Cqfd7AP9o5w+Uk1n+xBmi4HYOAel6zLIKUgivzgZq81Ee0s/DbVdtDb10dM5RFNtNx5PgIzsOHbftyqi4xYFgfXpKaxJTaZ5YChsVu9aRzdX2rtIcNiX3KVX54OHv6PN86RCTXoufWHQ6R7mByfP89bVqmkBwThirBaeWVfGAyUFYb8/SRRZl5bMVzevwxsMcqG1Y1r1SgMO1zUyGgjwlU1rOVCUd9u8QWTRgtOYiSTqQYMoGHCZ8pAFMwHVTUBxIwrGCRrUOARB4Mk1pWxIT0EWpQnK0ZQAY+w1k6w7tQcVBX9Iwb6Iat2w38/ltk5ONbZworGFio5uHCYTq1ISeWpt2aLOxWS8cbmSYZ8fTYO63n4a+gY4XNtIWXICpSmJlCUnUhAfR5zdeku+N1EQkBa5nzPNrWHHJIMkku6KIjuCqo8kzp9is/yILOhqru7g/KfX6O8M37we0Z4EAdkgYbVbcPfrjZpBfwjfqH8isPB7Awx0u+lp69d/Wvrpbu2ju7WfrpY+upv7JjLYhRuzKd6cG7baEQoqdDX3Un+lRXeqNkg3aEnoQU5KbiLxKUtbrRuX1I1OdCLLss6DF4Wx56qAu3+EkSEPmqphshpxxTrQ0LP18xE9mQ2aquEeGKGjsZeW6g5aazoJzWL6G/AHuXz0Ov2dgyRnJ5CUGUdCWiwxSVEL8gy5+Vh6Owb44KdH5/3ezqbeKSIBM0KAzMLURQcWfn+QowerOPRJBUaTTCioEpdgZtWaDI4crKSqop3VazPw+4Ncr2gnMzueKNfyKVXeDlhtRorL0oiNd7Brbwn9fSO89do5An49id7b40YSRU4eq0U2SAhAQVEy9z+8lrh4J/lFyUS5blChVEWlqkJ38R53ih+fZ2louN1eNA1GR310d03vbW5rHaCxvpu1G7KJjpmZihYpljWwSMuM5d5H16GqGjkFiURFT704DEaZvQ+uxu8Poo1JexlN010yJVmksDQF41e3k5wWjSgIJKVFI0kiCUlR3P/4euKTokjNuMG3K16dRu/WPGLj51bRMBplVm/MIjktmqTUmDnXB3BF27jv8fWYLQYMkxQgZFni0efKMZkME5/XYJQpW5ep8ysTnGTlJUz5jIIokJYZy4FH1uH1BHDF2IhNcOCKtk0pDWfmJpCZm0AwGGKw38PQwOjE+pFUK8aR6LCzLi2Zk40tdA1PV4gKKArvVVSzJSs97MRUUVWG/X5EQZeX1LXjxYgm+bNlEk2yPN9WvnmtPRPGvUGCqkpQUQENi8Gw4jwdekZG+NGpC7x+uQJPIHwzpt1k5JFVxTy5tnRGZ2IAWZIoz0zDGwjhDZ6morM77ITuXEu77iDt8/HEmtIlDzQjgSQYkCTXxP8G0YIB/XqXxXiscnhPA9DpUBszUmfdvqZpjPgDXGnv4mJbB0ZJ4ul1pbgs88sq9o54ONPcytmmVq50dFHZ2TMR/A37/bx1pYqduVlLQldqGRjis5r6KQGhqmm0DblpG9Klo3NiY8iLj6E8M509BTlL7ltxM8b17BeDEw3hJbmdZjNlKYm6JPUcEMWZ+7huFwSYU/7aO+rj/KfXqDxbv2i+syRLWJ03Aouh3mEuHalCEKCnbYC+jgH6O4fo7xqiv3OQ/i73jH0YV45dRwk9BGGGk1AwxPVzDbzyv97BYJInejTGZToNZgOP/fa+OQOL0s15bHtk/YxUqA9fPkpnU+8E/yA+NYYHXrqHrQ+tQx7vsZDGK1UCn/36JGc/vorPEyA9P5kHX7oHW5SFgC9Iam7ivK8PVVXxjfoZ6h2mr3OI7tY+upr76GrqpbO5l46GbnrbByck9F1xDvLWZhEKBKm93MzIoIf+ziGOvnkOySARkxBFfGo0sckuYpJcxCRGEZPkwhXnwBFt039cNqxOy5IFQovGvC9Jbcp7QiEFVVWpvNbOpQvNpKS6WL8xG9uYi/z++8s4erCS1395moKiZDyjfn7+k2OUrs7ghZe2r7h7esEQBFzRNvbdW4rHEyA6xk5P1xDPvrAVVVXp6x3h4/evYDTJ7NlfqifkNUhMjsJqM7FzT9HYZm6cD1XT6OwY4tKFZkxGvS9k8ljc2TGoU7m6h6m8Nok+rWmExgw00zPjKCxJJZoVHlhERdvCNkvfjJubWm6GLEtk5SWSFca0JCraxtry6brTUdE2omZpApqyfYNEelYc6WF0kWd7T3Rs+AlC4iSrd9A5r6mZsaTO0mgUFW1jzabsiPZtMMjEJzqnyLXNB3rGOoX8+NiwgQXAqcYWWgbdRIWRnh3wePnu0dO4ff4JbXxZEjGIepAhj3Mgxxq1ReFGP8TVju4ZXYlPNjbjCQQijhfqewemqRuNo9M9zK8vXCXGZtG5ohPuyjcCiZCqEhwzRtP/119PdTl5bHXxknPiF4O+UQ8/PnWR1y5VTFOcGYdZlrm3KI8XN60l3j712ldUlb5RD3U9/RhlicLEeOwmIztyM/GHgnzv+BlqevrC0i9qevr4h2Nn6B318PyGNcQto8/JrcI4n7+2p48r7V1c7ejielcvDX0DxDtsZMS4uLcob17b7Boe5ocnz3O1o5PQTb1UIVXlencvH1bV8uKmtYs+/neuVdHpnrl3ZMQf4HJ7J+1uN5kxrltCZRNhURWLYX+AS22dYZfF2iysS4us0VUUVqA5psCsOvGaplF7sYmT71/G3Rd+TJ4LmqahhFT6uwZput6ONinobKnp4Fd/8z4Bb4DB3mE8w74ZpdNtTgtxKdHEpUYTlxxNal7ijJV8TdUYdXtoqe4Iu9zqNEf0eTKLU7nvyztmlJs9/eHlKVn1qDgHG/fNXP2rudjIxUNVQICYBCebDqwi/mYH5zEoIYXejkF62/rxewP4vUF8Hj/eYR+jw148w148bh+jbi8jQx7dk6PHzUC3G++IfyIINFlNJGfFs2FvKYUbskkvTEYJKrTUdFJ7qYmqs/U0VrTh9wYmKkWgXxcWuxlHjB17lBWr3YzFYcZqN+tO2TYTRrMB2aCLyBjNBrY9vG6KA7sgCiSkx/LYb+9DNkoYjDKyQR6bYAoTje2g08jOf1YxYdCXmpfIxn1lxE6at4yzRDRFHTOrCxEKKjjnkc1WVd0tXFU1NFWju9PNsNtHe1s/5VvzyMlNoKa6kyuXW9i0JZfi0lTKt+Vz+ngt7755gZy8BCqvtU+ZZ2ljJqc9PW4+eOcSF842Tt2nptJQ183QoIf33rrI2VPTnd3bW/unBe5KSKW1pY+L55rGxACm+1eoqkZDXQ+KqlOLwtHmNVUPQkMhlfsfXovJPD1Rzth8xGwxTjBqEpKiSEjSRSka63s4e6oei9XAmvWZpGVMnTeGC7BEUaRsTToJSVFjpso31tNUjTOn6qiv6aK4LJUHH1036Vj0oERVVSxW05JUK+AWGOTdxcpEVmw0RYnxnGtpn9bACzDk83OktpGChFgsN01KPIEgn1TXTVHbGecQS6KAKOjmdOMymOPZKwGBgKLgC2MpD3C0vokzza0Rf4agouKdIXPf6R7hN5euIY6pw6gAY7+1sRtbGQskbu5TWJ2axK68bIiseLXs6Bvx8JMzF/jNpWsMeMMHUrIosj0nk29t3UR6dBSqpjHs89PYP0BdTz+1vf009Q/Q6R6hNDmBl6wW7KYYrEYDewpyCaoq3zt2hsa+gbCT1fahYX5y+iIdQ8N8tXwdhYkzVwlWOjRNo6anjx+dOk/TwCBtA266RkYnJJgDisLBmnrKM1PnVbVIdjrG5FQFwqX3hnw+PqyqZU9BDqlRC2/c7HQP80FlLb45DEajLGYeLCnkodKiRVG7IoVesVj4hP5yewdDnumyyZIgkOx0UpAQWeJnpQo3zFbT7W0f4NjbF6i9HL7PIBz83gB9nYP0tPTT1dJLd0s/3a39DPa66e8cZHBSE+jIoIeRQc+0bZhtJuJTo0nKjCc5K56kzDhiklxExdpxRNuwu2zYoiwzNo5LskRKbiJ7n92CyWLEYJTp6xyk4lQtA91u3dV5pWTcZ4AGDHQN8cr/ekc38QuECAZCBHxBAr4gfm+AgC8YNhAzWYxkFCZTsD6bkUEPtZeaMJhkSrfmk5AagyAKFKzPYv2eEjoaummt7aL+agsN11pprmpnqG8EVdUYdXsZdU8f28dpbZJBQpJFJEli4/4ytj60bkrwLAgCyZnxPPuvHtDXk6UbQYUg6D4FY+v3tg/Q2zYwEVgkpsey+6lycsrSJ50UbWISr6oqakhFUZR5VQ3UseBEVfXEnclswGI1cM+eYh5/ZhOaBmdO1fOzHx3FajWyam0Gz355C/W13fz6lZMkJUdhMEhsmCTHK4oCzigLNpuZ+touGuunu1hrmkaUy0pdTScNdd3Tlg8NevRiyuRqiqLQUNfNz39ybKwfWEScZr6rMez2Icsi5880UHl1unDKeFARDCjs2leCyTz1vtE0nbakziLio6oqqjbW3xKB2E9DXTcfvnsZUWCMEnjTcWsajfU9KIpKS1Mfx49Uh92O3musULoqnXUbsmb2y4gAdwOLLyjMBpmS5ASSnXbqZ5Ar/aymnhc3rYlIBlZDz8rqYhOzT3hmgicQnJHiM1+EVHXGzP6dhK7hEX5y+iKvX66gb3T6xAD0atCG9BT+4J4t5MbH6NnPnj7+76GTdA2P0Dfqod/jYXTs3AqCPjnNHZOgtZuMHCjMI6iofO/oaVqHpps4Agx6fbx99TpdwyM8u24VewtyZjREW+kwyTIHaxrpHR2dtswfCnG5rZOzzW3sL4y8ahFjs/LipnVcae8KW0lTVP17+aiylq9tWb/gY3/n2nVaBgZnpcvYjEb2FeTylfK1pM8hz7qUWEyl4HBtY1gxArvJRFly4vyCoxkOY9jnY9DrW7aKxog/EJZSqFOhwu8z4Aty8XAVJ969gN+jV3NjkqII+oIMhwkGjr11nktHq+jrGNQnpIMehodGGRn04HH7JikcToVskIhJjCIlJ5GU3ARSchJISIshKnacfmPHEW3FZDZGrBAjGyUK12WTlBGHbNCbhStP1dLR0MNAtxtJliKSyI0Uy/GtSZJIXEo0iRlxnP346qzrygaJ2GQX6QUpZJemklWSSkJaLHWXmzn4m9N0t/Tx6a9O0lTVzo5HN7D7qXJMFiOxY3Snog05DO4r0wPCtn466nuov9pC0/UOupp6pgUXmqYRHAt0QFfv2vrAGqITnFO+I0EQMJoNU6oOM8FgMiBO6QsVMZgMi+7zuBnjgYWiqGiqRkFxMl/5xj3EJzhJy4hF0zSeeHYTP/juQepquihZlUZ2bgLf/N09/PKnx2lq6GX9pmzWT2JyOKMs7L9/FRvCsFQixT/+3Sc01o0ZLI+dB1mWKCxO4bf/xf4xP4uF0Sk1TUNTdYbAzQbQujiQgjImTTsTFEVDVXSKUiSBxeion/raLv17NOqMkZtvFE3TWLU2A6NBoiVcP42mH3PQr5CU5IpYxGgm3A0svsAoSowjJco5JbBwmk2sTklidWoSpckJWCPgNN/F8qBt0M2PTp/n7atV9I96Z6S9lCYn8Mf7dlCcdKOKEFQUanp6wwaNne6RaRQ4h9nEAyX5qJrGd4+emtGd3RcKcaKhha7hUWp7+3h2/eo7khqV4LBxf3E+Pz17MezyloEhjtY1UZ6ZjnOWXpWbUZ6Zyp6CXN64XBFWznnQ4+Wzmnr2FuaQEe2a93G3Dbp5v6JmIkgMB5MssTU7nW9t20j6AvaxUCzGqC8QUjhR3xx2Uh5lMbMxI3K9/9mO479/eAizwbBsFQ23z8eIPzzVcyb58eoLjXzw06N0t+rUGJvTwqYDq2mt6eTayZpp7+nrHOTw62cZ7A6fANB3BpIkTXD+LXYzOx5dz4EXtmOPsmJ32bBHWTBbTfMwnJsOURSxu6zYJzXXtsXYJ/oCxEkUnNlw7tNrDPa4pzhWj8Mz4qO9fnrmeXTIg2fEhyPahnkWt+a5IAgC0QlOdj25ibMfX6GruQ8Ao8VAXFI0iRmxJGbG6RWdrDiiE6JwxtiJinUgGyQO/eY0H//8OI0VbYSCCv2dQ8QkDmEwGaYIuwiCgGyUccU76e0YpOpMPZnFqXzpjx/CM+zDPTBKb1s/bXVdtNV10dXcR1/HACND3olqSXZJGjlLZGC43MjJS+CxpzdSUpaGIAo4nRbWb8oem7jr52X7zkIsFiOZWXF6f44gsLE8h7h4B+4hL7FxdqJcN+g5JpOBzOx4MrMXXjHfd+8qWpv7pjxPRVEkKcVFUsrSeNyMJ31u3lZScjR//KePkDRLABif4ODRpzYiSeIUs7yZkJUdz7d+dy8IAqI4s1Lm3MesV0tcLhsW6+KCzJV/dd7FsiHNFUVylANJFEly2tlXkMv2nEzSXU6ibVacJhPSEmob30XkaOof4Acnz/NeRfWMrtoAObHR/Id7d1GWkjRJz1og2mphVWpS2MCi3+Oh0z2CPxSa0oztNJt5qLQQURD428MnZ+y/CakqNT299J3xUNc7wPPrV7EhI3XFSXzOBEEQMMkyT60r5Z2K6wyEqS74QiEutXVysbWde/Ii630CXdnsq5vWcrCmPmyFSRmrJn1UVcc3t26Y97G/dbWKxv6BGT0aJFGgOCmB39u5mZzY6FtKCRpXAVoIKjq76QgTzAoCJDislKVM76+b7ThmwoXW8L0AtwutdV28/+PDXD/XMOFxtG5PCVsfWMN7k3wsJqNoY/a0KoBslEnLSySzKJWMwmQSM2JprGzn13/zPqCb7tldNsq2FiyKrjZfCLMYok5Ge333LMpEN2TgNfSG8aqzdXz4s+MM9QzzwEv3sHH/4tTWJFkiszCF5/71g7j7R4hPjSE6wYnVacFiM2Oxm7DazZhtZp1uIgi0VHfw7o8Oc/ztC/S09aMqKvFpMdz75e2UH1hNSk7CtEDJ7wlw7rNr/Opv3qf5egcJaTHsenITe57ZQsH6bAK+oN7TMezFO+LH7/UzOuRloNtNX+cgiRmxRMU57ohG5py8RJJTozGbDBPXq3zT+bDaTGzeljcRVIBeFcormFtWeqHYe28pgYCCyXTjWPRdL905Df/9CDicZrbtnP0edEZZJqo0N5+vcLA7zOQXJS/0UJcFdwOLLzCMskxpciIxVivbstPJjY8l2mq5LZ4Fd3EDFR3d/ODUOT6rbpjmjj0ZGdFR/PkDe1mTmjxtUu+yWFiflsIbl6frvCuqRnP/ID3Do9NcjJ1mEw+VFiCLIn/16VF6ZqBfaZreUP5xVS0Nff08XFrE46uLiblDqhcC+vl7qLSQn565GHad+r5+jje0sDEjFasx8gxOXnwsD5YU8PLZS2EDgH6Pl6N1jRwozCUjxhXxdmu6e/moqnbGjDhAitPJH+7aSlFi/K2ffCyit+FwXQP+0PTeK6vBQFlyEg7TwjPSKxXdLX28888HOf7uRYJ+vQKVVZLKrifKSc1LnPFkZhWnkZaXSExiFLmrMshbm0FGUQpOlw2Lw4LVbsZoMRCdUM2b3/uEgC9IMBCiv3MQd9/wkhqzzYVxWslc0BvPI6PQ9rQNcOloNZ/96iShoIIj2kZafiJJmYvr+7JH29j1ZDmqqmIy6/0i4QJld/8IJ969yKe/OkntxSZGh72YLSZ2PLaBA1/aRnZpGg6Xbcp7NU1jqHeEd39wkI9+foKu5l5URaVp2Mtrfz9E/dUWHvnWXkq35GG2RhGTeGNcVhSVoD9E0B9AlCQsi+C+30qYzQbM5rkZD4Z5GuMuFrM5ey8nxoOXuYIFURRn9vG4Q3A3sPgCQwAeLClA1TQcJtOSGGqZJAmL0YBBEpEl6YZS1Njv1sEhhry+sLSejOgoYmwWIp2euH1+2ofcYZvBbUYjaS4nBllCUzUUbayRDBVF1VA1FX9IGfsJEQgpYakrtxKqqnKisYUfnDzH2eY2vDM0uQOkR0fxXx7aP2OlwGyQyYmNJtFhD1t5qO8boHXIPS2wAJ3T/kBJPhaDzH//6BDdw9P7EMbhC4Wo7OyhY2iY8y3tfGnjasoz0zHcJrfuSCEIAhaDgcdXF/PmlSrcvulVIV8wxKW2Dq62d1OelRZmK+EhSyJfKV/HW1evMxim2V4dax7/tLo+4l4LVdP49cVrNPbNXK1wmE18c+sGNmWkLdqo7lZCUVWO1DYRDHP/OUwmyjPT7ogM7XygKipt9d2c/eQqnjFevS3Kyo5HN7J+dzHugZmVlIxmA//yr19C07SJbLrJYppquqppOGMcJGfF01TVDkB/1xCdzb23NLCIFNsfWc+DX7sHYxiTrp62fn7xv9+d+BwxiVEYzUZEUSTo93P6w8sUrM/iwAvbF0URutmxfDJ8Hj+tNZ1cPFLFuU+u0VTZxlDfCEpIIXdVOg+8dA+lW/KIS43BZDagqtqEgIkSUqg8Xccr/+sdqi80Mjygj6eyQSK7NI1dT5azemchKdkJYa9zSRKRrEbMi6Sn3MVd3CrcDSy+4IhagLa902ziyxvX6g8vi4kos5koixmn2YzFqBuNCdxQgpr8+7++/xmHahtQwjQlfW3LBvbkZ0fcWHmyqYV/OnaG2t7+acty42P4oz3byRzLCI/PxbSxkEbT9L+1yRK0moY/GMIgiaS6bu3D1x8K8VFVLf988hzV3X0EZzC/A8iKieY/P7iXDempyDOY1omCgMtqISvGFTawaOzrp23IjUb4MM5qNLK3IBeHycR/evcT2mdo6AZ90tvv8XKotoHqnl72F+bx7LoysmJXjlxvOIiCQJorinuL8vj1xfBNm9e7ejjT3Mq69OR5+ZqkuZw8UJLPK+cuh13eN+rheEMzB4ryIrrWTja2cKy+aUapZoMkcV9RPo+uKsYYQfl8JaGys0e/FsMETC6LmQ3ps/uQ3IkQRIH8tZk89fv38vP//S49rf1s2l/G3mc26/4TswQWAMlZenZ+poBLEATsLiuZxak3AovOQdrruynasPDG1+VCTGIUxZtyw/ZKtNV3YRkz9hPQlZhyV2eycV8Zh147w0C3m6NvniOnLJ2ijUv/2drqunj9ux9z6v1LeEZ8eEd8KKHJUr6d/Px/v4vRZBjz8ADGKGCyQXe+dg+M0t81hBJUEEWB1LwkHv7GLsrvXUNUnAOz1bioXpe7uIuVhLuBxV3MG06LmRc2rgaECX8KUbzhWzFbWGCQpLBeCQBpUU6SnZHzR2OslhlViYySRJzdRkqEsp4a6BJ7Y//fyvxo36iH31y6xitnL9HhHpkxIw1QmBDHnz+wl1WpSRjmcMK2m4xkxkRzqmm6hK/b56exbwC31zdjcGk2yGzJTuc7Tz7I//PWh9SHCeAmI6AoNPcP8rOzFznR0Mzjq0t4qKyAONvtKT3PBUEQcJhNPFJWxJtXKsM6mY8Gglxq66S2p4/ipISIty0KAl/asIZfXbgathKmahrV3b0cqm3ghY1rZt3WiN/Pr85foal/MGylT0DvtfnD3Vuw3QJZ2aXGobqGsGpwZllmdWrSmITv0mBbdkZEJnsLxZDHx6X2jjGjzZkhCAI2p4VdT25CUVQuHKrkga/tIikzLqLxL5J1HC4ruavSOfzaGQB6OwZpq+1C07QVVwEaN1cMN7kOZ7qYmptA+X2ruXaqlt72Aa4cr+Hcp1dJy0/CHrW0dMyEtBgS02MZHhzFOzKdmhrwBeltD6+sCExRn3bG2LnvxR3c/5WdxKa4MFmMY0pCizNEnAxVUXX/jTDytaA3/3tHb3wOvy9Af+cgXTO4W4uSSGyya9Hml3fxxcHdwOIu5g1REObFOZ8MRVVnlMm8nZMinf54a221NE3jencv3zt2hs+q6/EGg7Oam65NS+ZP791NSVK87nQ+x+TAYTKRGTOd6mQzGshPiCPN5ZzT4dcgSZSlJPLd5x7jP73zEScbZ/cZ0QBvMERVVw9/9dlR3qu4zjPrVrGvIAeXdX5O1rcCkiCQGetiS3Y6h2sbw65zraOLS22d8wosADJjXOzOz+Hj67XTlsmiiM1kRBIFFFWdlbr05tUqzre2hw18ACwGA//+3l0k2Bfv6H2roWgaR+uawvZX2IwGtmZnLOkk+N/s20FmtGvZMgcXWzv4k9feYyCM4IJ2090tCLox2r5nt7Dz0Q3YoqxLmrW2OixkFqViMMkE/SH8ngDtDd30dQwSN4cT9krF+BmUZIlV2wvZuL+M9398hKA/yJHXz1G0MZcNe0uXdJ+yUSY1P4nEjDgaK9owmgy44h3EJrlwJTixOS1Y7GaMZgOSLHHleDXV5xtuVDU0nb52z+MbefzbB0jLT8RkNoIAHQ09vPmPn6KqGs/84X3Epy7ePMkz4uPt7x/kN3/7Ydjlmqrh996ofFacruMvfusfZ7z2YpJc/O/3/x02553RP3cXtx93A4u7uGUYd7yeaSp7K0y8bjfGJ/KjgQCfVTfw3aOnaejrD6vfPw5RENhXmMu/3rOd7BhXxEorNpORjBgXDpORVFcUW7PS2ZKdQXFiPFEWE7IoRsTFFwWBjOgovvPUw/z90VO8cuYSgTn6UVRNwxsMcbG1g2sd3fzs7CWeWFPCvUV5xNqsE30htztzKggC0RYzD5QUzBhY9Hu8XO3oomt4hERHZJN3QRAwSCJPrCmZCCxkUSTJ6eD+4jz2FuRSlBiPUZZmVNPSNI2qrh7eulJF1wzyv6Ig8PUt6+/YPoQrbR20DbrDVukcZhNbszOWdH9WoxG7ybhs58piCOO0O4Zwt7ggCJhtJsw205IfkyAKxCRFkV2aRvX5RkCn9TRVtd+WwGKwd5gzH13B3TeM1Wmhu6VvIlPfVt/NkTfPhu2RGOhy4+6ffv3Hp0Szfk8pl49ep72+m6aqdk5/cJnMosiliSOBIAis3lbAn/7g2xiMMvZoG7JBmhiHtbH+vcrTdbz6tx9Sd7kZJaTqY4BJZvO9a3j6X95Hdmma7oYtCoy6PRx98zyv/t8PaKvrQpIlRgZHeeFPHiY1N3FR18K4Ie14L8dcUIIKo8Hw1Q3QqyyzZrzuYlEIKCFCmoJZMt4xyopz4W5gcRe3DKqmzUrzcczDL+BOhKZpBBWVhr5+/vnkOd67Vo1/ll4K0LPRz29Yxdc2r5+Y1Eb60BGAbdmZvPk7XyXBYRvrfWFe2xhfV9M0XBYz/2bvDjZlpPE/PjlC26B7zoZ3DZ0idbWji2sdXfzT8bPcX5zPw6uKyIx2YTLIep/IPI9pKWGSZcqSE0l3RdEyqEt8SqKAQZRwWkwUJyWwPj1l3mppoiCwMSOV7NgYDJLICxtW81CZ7oIdyfcw4g/w8tlLVHR0z/hc35Cewm9v33RHNWuPQ9M0DtY2hFW5MkoSa9OScS2gB2wlQoMZq4PLdd0LgjBhyjYeWLTXddNwrZV1u0tuqewswHD/CB/97BhXjl0HhCnn49wnVzn/6bUZ3qmFD8pEgbKteazdVUxHQw8IcPqjK2w6sGrJj93qtGCd1NitaRpKUMHvDXDleDVv//NBrp6owe8JIMkiZpuJ9btKePaPHqBgXda0ZJDRZCA6wYEk69TggC/IwVdP4/MG+PIfP0xWadqCjQVFUZjSq6Kb58nIEaovKYqK3xuYCPrMNuO4pNFdLAPqR7r5uOsKq1wZbIsrQBbmZiOsdNwNLO7iliGkqrMGFvYF0qtWOvRKjUafx8Mn1+v4x+NnaB8anvN9TrOJr2/ZwMNlhZhkeVY/i9lgMcgML6EL+Yb0FP73Ew/yzyfO8UFVTcRqWhrQ4R7mB6fO85MzF1mfnsL+Qt07JdZmxSRLEwpit3JgFQQBl8XM1ux0eq6M4rKaWZ2axH1F+ZRnppPgWFiPiCAI2E1G/urJB8mOjcY8D1nFoKLw2uUKjtQ14gtDEwKIt9n48wf3TvEiuZPgDymcaGjBEwzTX2GQuSc3645/wE7GEtLoI4YrzkHB+ixko0QooDAy5KHuSgs9bf0kpsfe8uMZ76MQdEUPXahDmBpcBf2hSQZjIBtkQkFF7w25aXsxiS5WbSvg2okazDYTj/3OPorLc7l6onrJjnm8IqGEFEKBEKGAQk9bH+c+reDQb07TVNWuuzgbZZwxdtbsLOTxbx+gaGM2gijCeEJNU8cCJA0EgbX3FPN7f2HhJ//9Da6eqEZVVI6/dZ6gL8iX/s1DFKzPnjAanBeEqZKmiRmxPPdHD7H76fKI3l57oYnv/Msf0VbXBYDRbLwbVywjBgKjfNJxjUNdVQwFPOxJLMEmmxCFOy9ZNI4784l0F2GhjQ1giqohCExppl4JD2i9vyL8MpMkYZDu/Eh9MrSxZvAhr49rnd384MQ5jtU3RVxVlkWR9yquh+XorwQEFQWb0cDQAoKWkKpyuqmV002tGCWJVSmJbMhIZX1aCjnxMVhlA9G2W+ep4jCZ2JOfQ4zNyiNlReTGxy4JDV8WxSmO6JFAUVXONrfz9tWqGR3QLQaZf713G1kx0XfsPXOupY0u90jYTL7DZGJzVvptOKplgjZzxWI5IRtlUnISyS5Np+ZCIwANV1uou9REQlrMLbt2NE1DlERyytIxW43IJhmjyYDBKGMwyRjGGuoDviCHfnOakSEPgiAQm+xi7a5izn16jYGu8IaBpVvy+NZ/eYaUnARScyM3UpzreH2jftwDowR8AQZ7hmmt6aTmYiPXzzXSWts5pU8BAYo2ZPPg13aRvzYTQRRpre0kGFAIBRVCgaD+dyBEcPzHHyToD5FVmkpLbefE5zvz0RUCY8FF6ZY8DKb5iQ0IAog3OX4bjDKWCN3JjWbDlOtioZWTu5gbqqYxGBylyzeEXw3xV5XvUTHUxuNpG0m3xWKRDHdkgHE3sPgcQdU02oeGqejswmIwYDYYMMsyRnk8Czwu+zrGb59lW06zCZfFvKRKELNVLOxm0xxHdGdB0zSG/QFaB4f4xbnLvHG5Eu8MmeeZ0O/x0h/GFXolwiCJE7SVQY8vrCfBTAgoCuda2jnXostiWgwGduZm8p8f2EesPfKGQVXV8AQDBOZQ5JkJa9NTWJuu87PDuXHfKnQPj/Dzc5e42t414zo7c7Moz0xneBazvEhhEEUsRsMtNcZUx5q23WGCUlkUWZ2aRJx9ZaqJLQQazNpHtZxISI+hbEsetReb0DSNlpoOKs/Us+aeolvWkDs84KH+agv3fWUH6QXJYWlYmqZx6v3LvPfjQwBYbCbu+8oO9j6zhdYafeId7gwmpMWSkLa01RclqHDqg8v803/6FQPd7rnN+zSoPFNHxelaVGXx3/OlI1UEAyG+9G8eYvWOwmmT/bmweBGAG59B39bn59m8kuAJ+en06kEFgDvk5VfNpzjZW8tDqevYEV9AojkKh8GMLEh3TBLpbmDxOUJAUTjZ2MKfvf3RtGWyKGKUJGRJN6obl4mdCS9sWM2L5euWtKHaFwzNSJtxmk2fm3LriD9Ah3uYj6pqeOXc5VkN5sZhMchYDAZGAwH8ETrQriQ4TCaeWFNKSWI8v7lUwbXObgY93gVNpoyyxNbsjHkFFQCeYIB3rl7nenfvvPe5klDf18+V9q5Zz52AwD+fOLck90xefCz7CnJJdN46Vakhr4/zLW14wvhyGCSRPfnZt+xYbg00FPX23NcxCVGUbM7j01+dYqh3GCWkcvVEDdUXmli7syisu/RSYrwK8drff8TeZ7fwyLf24IyxT5skDQ+M8rP/+RaqosvhJmbGceBL26Z4RtwqyEaZqFg7Frt5dilZ9IqAJOsUL1ESx+heAh63F3WM/2YwydgcFp0GJurSusKYK7nufaH/9nsCDPUNE/SHqDhVy0/++xs890cPsmFPKSZrZKIDghCZ2/kcW5n464sqMxtUFYaDXnzKdKomgEmScRosGMSFT6PdQS+tnuky7i2ePr5b8zGvtZxha1w+z2VuIdeRiHSHBHh3A4svtBCx/wABAABJREFUCEKqqk/qw98j0zBh9LOE8ASCMwYWLov5DrllZsawz0+He5gTDS384vxl6ubwfQB9+I62WtiRk0mi086n1fURvW8lwmEy8UBpIeszUnm/ooaPqmqo6+1n0OubtbdmMiRBYFt2Bs+sK5v3/hVV42h9Ex9WrUzq2FLig6qaJdvWgcJcyjPTSOTWBRZnmlrpHhkNm4F2mJZeDep2QwNCt6PJAj3jnFGYwqptBRx98xwAtZeauHCwgtxV6brqzzJBVTUqz9bTWNFKe303H758jOJNuazdVYwk3RjxA74g7//4CPVXWgCw2E0c+NI2kjLjJ7j+txrxaTHkr82ks6kHk8WIyWLEaB6jbxkNyEYJ2SBhNBuxOixYbCbMNiNmiwmTzchb//QZ7r4RnQJWms7upzdjthoxWgw6DWycCmaUx7Yl01bbxfs/OcK1U7WEAiFqLjXxzj8fJCkjjpyy9FtYOLgrA9Xjd/Nu20WuDLaEXV4clcIjqRtItS5cYW0w6KHZ0zfj8i7fEO+2X2RLXB659sQ7pnB0N7C4i7CIMpuXXPrMEwjO6CjtslrumDLfZGiaxqDXR9ugmzPNrbxz9ToVnd0RZeoNokh6dBQPlRXx5JoSKjq7+aym4RYc9fIi0WHnK+VruSc3kw+qajlW30RtT19EAUac3cZvbds0L5frcZhleUHv+6LDYjRiuMU86orOnrBqUAL6WLBcDenjfWjCMtGSZowdNL135nYhOSuedbtLuHi4kpFBD8FAiDMfXaFwQzbl964OK/OqqRpdLb3EJLowmGaW0Z0NnmEfx946z+iYWZvJbEAJKaiKOsHdV1WVS0eqeO3vPyI05kxdsDaLAy9sn7a9W/mEiE1ysWn/KkRRIC41hvjUaFzxTpSgitFiILMohdjkaAzG8BSVQ785MxFYZJel8cTv7p+2TjAQwt2vr+OKdZC3OgOzzYh31EdHQw9p+Uls2FdGVJzjFk8ql35noaBCMBDCaJKR5JU/TvtCAa67Ozjacz3sclEQOJC0cCqqqmn0+odpHOmZdb00awzxZucdpfx3N7C4i7CIspiRlrhpyBMMEpqB/36nykpqwNnmNv7x+BmudXRHrJBkMxpZm5bEE6tL2FeYh9VooKKze8b17UYjyVEOjLdxQNY0jU73SER9H6IgkB0Xw29v38SBolw+rqrjVFMLtT399I56wk6yBOBAUR6lyfMzohuHQZZu+QT58wCzLCOLt/a6youPId5uY8QfmBJsakDrwBBvXankmXWrMM1DSSsSHK1r5HrX8vVu1PcNEAhDZdTQ5nTjXk4YzQZKynNZvaOQE+9cRNM0GipaOfjqaZKzEsgqTpnGy/d5/PziO+9RvDGXvNUZxKa4cEbb50Wd8gx7YUwALy4lmse/vZ/SzXlTApnGijZ+/N9fZ7BXXzE6MYqn/+X9OKJvb4+NxW5mzzOb2fPMZkCXYe1s7OGDnx6lra6bex7fwIZ9NgzGhRl/BnwBqi80cfydC5gsBrY+uI70gmQ27CvDM+yjtaaTbQ+tI7ssfWHqUCsM7r5hrhyvxhlrJ7skDUeMfcbGcE3T8KtBRkPhJ+6iIGCRDJil5VOSFAURwyzjokGUFtVY7VUCNI/20R8IL9AxjnxHIjHGO6vf7G5gcRdh4TSbllzn3BMIzNjUG22xcGt9r5cGAnp/hNNsRhIF5qIDi4JAktPO7vwcnlxTQllyZGZI2XHRfGPLhogN2pYDfkXh5TOX5qVSJQoCuXGxZG+P4UBxHsfrmznT1Ep1dy+tg+4pbtJ2s4mnF0CBmrwvoyQhCcJta5S9E2GSJeRb7GlwX3EBfaMe/vnkOV0ZatIyTzDIP544S3KUkz0FOUtaOf3/Pjy0ZNuaDzSNGau1kW2ARbNT0vKT2PrgOmovNdPd0gearkAUlxzNY7+zl4T0uCljfm/7IKc/uMwnPz9B2dZ8istzeehru4lJipr9UDUN9aZx3hlr574Xd7D1wbXYom70TrXWdvLK/3ybxmttaKqGbJDZ99xW1u8pWdyHXWL4PAEarrXw3o8Oc/ydC4wMemir62Swd5idj27EleCc1/MyFFSov9rKr/76Pc58fBXZIFFxqo69z2xh7a4idj62AUmW7ojMfqTo7xrire8fxDPsZeO+MvLXZLJqRyFRMdODVUVTue7u5FBXRdht2WQTG2JzWBuduWzHKwki8iyBg0GUkRYxNg0ERqhyt826johAgTOFaOPte+4vBHcDi885BMAgSTc8AiQRSRAJKApun2/GLJrdtPQukJ5AkNBMVCiL+Y5s3hYEgR25WdhMJrRDGqeaWmY8pyZZZlVKIg+WFvJAcT4xtsibk51mE6XJCWTG3HrH3HF4A0E+rFxY/4IoCOTExpATG8O9RXmcbW7jdFMrtT19NPQP0DfiYU1qEvnxi1N3McoykiiiLGYS9wXD+Dm7lTBIIk+vK6N31MMrZy9NU7fqGR7le8fPkOZyUpg4P7nelQgNjcA8VOFUVUNTJ/+voi0ysjAYZdbsLKL+agsf/OQInmEfvlE/n/zyBEazzANf20VCWsxEs25bfRehoELAF+T8ZxVUnqnnnsc3zRpYKCGFof4R3P03BCssNhPbH17P3me3EJPkmni9taaTX/+f9znz0VWCAf3c6B4Q+2dsGL7V6QJN0xjscXPxUBUf/fw4V49XE/DpjYrdLX1cOlJF2dZ8XPEO5kMfUhWVUbeXYCCExWZi1O3l0pEqWms7qbm0lh2PbiR/bSY258KqIZMR8Adpq+vi2qnI+rKar3fg90VO8dEtOub+Zga63XjcXuqvtlB/pYWYxCj+409+D2e0bVpSUUWjbriTHzUcCbutBJMTh8GyrIGFXrGYeYpsFKQFszo0NPr9o1x3d8y6XqzJTo4tAbt8Z5kH3w0sPkcQBYFEh4178rKwGQ1YDEYsRhmrwYDVaMQsy3p2UpKo7enj4+u1YY3aJFHAYjAsef3AEwzOWLFwWc13ZMViHOvSkvmdHeUMen1UdHZPoXcIgkCSw8Y9edk8XFbEhvSUO4ovudRIcNh5sLSQPQU5VHf3crG1g4rObnbmZi06mJVFEUkUIExckeR0kBrlWPKAeaVD1TR6RkZpHgjvA2AYU7K51bAZjby4aS3tQ8N8WFkzpXqlaBpVXT386NQF/njfjnkF4SsRmqZX/CKFGlKnZP2VkBLR5G0uJKTFsOfpzXQ19XL246sE/EHcfSO89+MjBAMh7v/KTlJyE5FliZoLjROTaIDE9FhSc2emKYaCIZqqOjjz4RX6OnQlJdkgsXZXMQ+8dA8p2fp7NVWj/loLb37vUw6/fhafR5cczihM5oU/eYToBOeU7WpLUK1ZCHweP02V7Zx49yJH3jg70UQuGyQyClNYt7uYrQ+uIzU3ad7yrkazgdU7ComKtfPpr05x+oNLtNV309cxyPs/PkLdlRZ2P1lO+X2rSUiLRZIj376maVMkb939oxx67QyXjlRF9H7viI+h3hvzgrn8V9SQgnfEhxJSZq2wdDb14B64QfsxmGQsNnNYap0AmKSZ/TskcXaa0lJAEoQ5KxYLpUKFVIUO70BYRajJKHSmkGSJuuP6T+8GFp8jGESJsuRE/mTfThxmEw6TEYvBEHYSe6imgbPNbWEDi/H33HwxBxSFkw0tDPt8Y9UPnUIhiaL+MyZhK4z9FifcVfWf+t4BfMHwWbtBj4+Kzq553ahN/YP4wrj2gl4dqe3pwxsMThjVaZqmZ1fQf6tjJfuQqqGMqWYpmkpIUVFUjXiHjbLkBOymyLIF5ZlpvLR5HX/x0WF6Rz0AGCWJDRmp3F+cz77CXOI/R9r8i4XFYGBNajJrUpPpH/VgkBYvpidL4oyBQ3lGGk+uLbljnaoXiqCi8Gl1PT88dT7sclEQuF1hbqLDzre2bqBlYJAr7V1TAnJfMMTBmnrKUhJ5bv2qOzoY1zRtXjLSiqJOSJUCKCF1yQz2clel8/A3dzMy5OHayRqUkIq7b4T3f3yEwZ5htj+ynsT0WK6eqCYwlrkWBFi7qxh5lp6XoD9E9fkGLh2pmpCIzV2dwYNf20VOWTqCKBD0h7h6soZ3fnCQcx9fxTuqBxUJ6bE8968f1N2qJ92/mqY7Xo+69fH0VkyvgoEQnU29XDxYwYn3LlF5pg7viA/Q+0TW3lPEtofXs2p7AQ5X+PFcCSlTgrJwMBhlcldnEJcSTVZJKp/+8iRVZ+vxjfqpPF1HV3MvDRWt7HqynKIN2VjskfUhahqEAjees0F/kPa6LtoXqK6lV3+nXnuCIGAwyWPLVXrbB2it7SKzKCXsNkaGPDRca8XddyOwKFifjc05k2iLgGmWaoE0R//DUkAUxFl7z2Rx5mfNXBgMeLgy2EJAnbmKKQoCJVGpJJpnpx6uRCzJE3Y0EKB5cJDRQIRapmGQFe0i1mpFA3pGRmkZCp9diwRxNivJDsdtnUD0jo5OnA9B0LNzsdblzbqJokCMzbro7J7FYAh7w/iDIX529hLV3b0YxpyyZUnnIUpjmeLxgEIc1+Zm3Pkb2gbdDM/g0vx+ZQ2nm1rnRYfq9/z/2fvv8Djy/D4Xfauqq3NGI+dMEAQJ5jjDyXlnZ2fj7I52tVppV9GW5HPto+Nz7Gtb58rn+LEtyZYtWVrF3dVow+zEnZw4M+QwRwQSOacGOueuqvtHN0CAaASSAMMM3+chCaK7q6tDVf2+6fOJMRXO7REx4g/w98dOY5LlbGBxOZi4HGRomWAiG1zMSvIqikJa1dhdVUaJw7bqwALg4aZ6Tg2N8tPTFyh3Obi/sZb7G2vZXFJ0Wy+M1pu1ykhLgrBkdqfQbqW1rBiTfHVOtrc7yXSaS8t4e2QSADcvI9ZUVMCv7N3Of3j9Pbzh6ILbfLE4Pz/XzqaSQjaXFN2kPbx+NFgyCZILJa2izmupTKeVBa1R14Okk9i0t4HPfzdBMpGi63Q/SlolGorz/k+P0dc2jKfERdeZgbkAQZBE9jy6Zdnt6mQdtS3l7H5kC0dePY2kk7jvK3to3lOHTpbwTQU5/tZ53viHj7h0up9UIvN+uIscfPG3HuTAk9sRJZGQP0I8kiCVSBP2RzhzqJOpWS8JgRWzt5qmEY8mVza1u4JUIsVw9wRtn3Rx9qOLtH3Sxcx4Zh1itBho3FbN/ie2sfOhFgrL8+aqFL7JAKO9k6TTCpIkogHjfVMEZy4vopfaY0EQcObbOfj0LkprC3n3n47wyetnmR7zMzMe4O1/PMzgxTEOfmEn+57YRl6xY8XqoqZpc61lkAlg3EVObO7VJbXikQQTg15Sicw2cvmI6GQJT4kb/1QmMTnSM8Hzf/Ym2+9vxmBaOFCtaTB4cZTzh7vmgi1BEGjZ24DFmfu8v2LFQhCRhfWvWCwXvOgECfEaUjKapjGVCHF8pnfZ+xUaHTTYi7HJ198Od6NZk5X3eCjMc2fP0+W9dmOq39y7h32VFSiqypmxMf7uZO7s2mp4oL6Oz29sWpPAQtU0To2McnZsDINOh04UMckyu8rKKLbblnzcG5e6OTo0hAYYJIkDVZU81XxrDaQthUEn5QwsVE1jJhplJBBc8+dcThHpWgjEE5zKOjlfK75YHOUq2w8MOh3P7mpFEkV2V5axt7oCm/H6+yP9sTgnBkcZ8q39e79aEuk0Y8HFFa5bidutZHwroGlatt/k5nFffQ1tYxN8//DJBYP3qqbRMzXN82faqM1zY7lOw85ntm/GsYRnjqppDMz4eb1jcS/61rJidlWWXVcbXcFVGBCqioI2vxUqpaxZxQIyrTjb728G4Pn/8SYXT/aRTimoqkpf2zB9bcML7l9RX0x96/L97LJBR31rFTa3FXehA1VV2f3wZsw2E4lYkqOvn+Xn/+MthrrG54Imd5GTp3/zQR742j70RhlNg+4zA7z1j4dJJdNEAlGGusaJZysbkiQhGxcuOH2TAaZGfCTjKVKJFDPjAS6e7CORXcRKOmlVpY5IKMZHL5/ktb89xMxEJqAQRYHimgL2PtrK3se3UttSjtG88HyuqhofvniCnvND2WMJpkZ8JKKXqz1Gy/LVBoNRZuPOWtyFDoqq8nnnuSMMXhwlnVJoP9rN5NA0gekQn/u1+3Dl25fdlqYuDCxsLgt3fX47rQebVn4TyAzU//RP35gzBkwnlUWnB6PFQMv+BrrPDgCZdqv3nz/GhU+6cgQWGv7JIIHpy9eO4up86lsrMZpzH8+CIKBfoWKhuw5jutUgCiK6ZYIXnSBd0/B2Qk3RHRpnILz8ernZUUaVxXNbtu6uyScTT6fpnp7m2PDyE+7L8a1kErLZ5EA8fl3bai4sXFPN8NOjY/zFsWPoBBGdKJJvtVBksy4bWFz0TvGLi5eAjFRolevmDd1eLQad7rYcpL5VqPXk8d39OymwWtZsoTsw4+dvj57CcBN9GlRNu+UDi7VcfH1WUDQN9SYbYul1Op7ZvoUjfUOcH13YshFJpvikf4hP+oe4v7H2up7nq9s2U+l25Jzn0tA40jfE2xd7FslGt5QU8St7d1zX8Xc1Mq2ZisX8VqiFgcZaYDQb2PHAJoxmPb/4u0Ocfr8jIw+bgwee2YdphcUxZF5jUaWHR791N+mUgqfEmfm9IFBSXcCOBzaRjKeYGPTiKXXz+e/dz4PP7MM81xKjYXVaOPlu24I+/1msLjOFFQsFHrxjft784Uf0t4+QTikEpkNMj/rngheLw7QqdSWDUU9pTSFWl4WZiQBWp5ktd23grqd20LKvAXdh7l53V76dsvpiPnj+OL7JxYkfvUGmadfK31tBFCiuyufhZw9QWJ7Hq3/zPu3Hekgl0hgtBhx5VnSreB1XViwMJj1VG8vYcf/qFPdsTsuC4CkRT3BlK5TJamTf41s5/V47/R2ZtVoimmSke+V2K9mg4+AXdlJcnb9s9WW5ioVOENGv0AqlairRdBJliVKfSdKjl1YKXta+FcqfjHLU20NKW7qiZpJkWpzlFJmcV739W4E1CSx0ooAx23tp0OnYkO+hZoWFdFJVONTXP6cGYtbLIAgImragVcFlMnJXVdWKkeEl7zRd09MkFQXDGqqcZFp7Moo4s8N3siStmMk26jLDz1p2G07j7ePToBPF23qQ+mYjwJrLwoYTyWXbWe6QQc22uN1h9aRVdWljtxtIsd3Gr+zZzr984fVFIg+jgSCvt19iR0UpjuvwvDHIuowwxRLXE6fJiMNoZDq6sCVLUdWMdr7+xrTRZWYsFrZCrda9/mowmPS0HmzCVeigdnMFR35xmv72kbk2GIBN++o58OT2VQdGgiDgLlzYF643yrTsb6CsrpD61iqOvXGWzQc2sP9z27A6zQs+j/KGIvY8vIU3fvjR3O8knUhZXRF3P7WTwnLPgm3nFTlRVY3OE72kU4sXa9XN5UtmxudjshrZ9dBmwoEoH714kp0PtbDjgU2U1RXlNBCcRZRE9j+xlQ+eP0ZgOjwX0IiiQMWGkky14O4NKz7/LHa3lT2PbsFZYOflv3yXsb4pHv3lu7nr8zuwLtE6NJ8rA4tr4/J3LRFNLapY6GSJui2VPPsHT/LeT45y6VQ/fm8w8/7n+JoKooDRrKe4qoDtDzRz/1f3YlvG8V1YxYzFctUEgEAqxj/2H2Yoh7O1KIh8qXwnW93VSz5eZPnhbUm4+nWSqqlMxAOcXKENqtZWyAZ7CcZlgqtbmTUJLOYbiVhkmYPVVTy5cfmyWyiR4Pz4xFxgYchGjgLC3M8AhVYrv75714rGYP909jxDgQBJRUGWcrfyXCsGnQ6DTjcXWJhlGXmFwGX+/oqCgEW/fkYua40kinfCijvclmQWybfAKvk2In3FIvZmcqC2kr3VFRzq6V/w+0Ra4cLYBMcHh3mgsW7dnt8g68izmhcFFom0QiKdBq6+rVHVNELxBDaDftXqW7Kc6Ysvrs5I7boLHejWaWZQ0knUbConr9jJ5v0N9LWPMHRpjGgwhrvIye6Ht5Bf5r7u6qsgCLiLnOx7Yit1mytwFzsxWQwLtpsZCpZ58Ov76Dk/iLvQQWGlh7K6Qio3lFLdXIb+ilYoV4Gdus0VHMu3z7XvyAYdBWV5bNpbz477mzGYV/e5WRwm7n5qB43bqimpLVhyOPtKnPl2dty/CUknYbGbKKzwUF5fSHF1AdXNZdiXWUTnQm/U07y7DqvDTHAmQs2mMmyu1VXA9UaZrXc3YTBm1hxWp5nazeWrfm5PqYunfuNBQlnJYJPNiN6weIFrshjY9dBmyuuKmBiaJhqOZ4KqXIGFIKAz6HDkWSmvL8KRZ1tWSWtVMxYrVCwUVeX4dC/n/IM5H39fYfOyj58VoVluH672mAinExzz9uBNLF35lwSRra5qam2Ft22Cd40Ci8sfgCSKuM3mudaftKoiZH8/H18shjyvrKybvV2Y9zOgl3RUOJ1zFZGlcJlMc/uw1m08siShn7evZr28YN9zPmbeaxAEYcX9v5WYVXO6wx1uN5Jp5arnYj7rJNLpVTvGrydCNgHz7K5WPu4dWGRyOBoI8WF3P3fVVq2bMIdRpyPfYubSFb8PxhOE4omrVnXTyIib/NXhE+yoLOVg3dIZ0vmU1Bbw1d99lEgw05pktBjIL13fdlpHng3HXhv1rVWEfBFSiRQmqxF7nnVN5Yj1Bpmy+qUH8UVRoH5rFb/5n76ByWrA6jBjc1kWzTbMIggCDVureOCZfcTCcQrK3OSXunHm2ykod+MpcS3p8JxrW858O84V5hhyPe6+L+9h+33N6E16rA4zdpcFSZauOSCTdBLVzWVoWmZNs9rt6PUyTbtqqN1SAWTez1yBwVI48+3c9+U9c8mG+QpQi57LIFPZVEplU+mqt79alpuxWEmxCTKByXI+EzZ5+cpnRs1y6fdcFESuJgWrahqT8SBvjJ1btvG0wpzHZmc5Dvn2ldhek7OzAEtGdseHhnnt0iXi6TQ2g4HHGhpoKVp8UlmYtcj9PP0+Hz9v62A0GMQk69hXWcm9NdXrrv6kE8UFwY5ZXjmwmP+FFgRWvP+txFLvv14n8WBjHVtKizHKmSqOPqsOJUtS1kMgKzsrXpaeFYCzI+O83nGJydBiFadKt5Pv7t951Wo9HeOTvNp2idEcw+Q1eS6+1LqJAps1IyubbZGZ/VfJ/ptSFJKqSkpRSKWVzP+VzP9rPG5s1zks+lnieg281oKkolzVIlkjk7EPxOIYZCn7fV7biuetTiyVWtLU8UYjCgKbS4rYUla8SHwhnk5zcdLLxQkvm0vXRyHKKOvw2BYHD9ORCNORKDUe91VtL60ovHy+k5+cPs/5sXFqPW7KnCvLR1odZuq2rJ/513IYTPrFA7jZY/tGZFAFQcBg0rNxFXMJs5Q3FPO579wDCJisBgxmw6qDibUiv8xNftnK34/M9UdF0RR0om7Zxa8gCDmvx/5kCIvOhE5YHLgIooDeqEdvvLZrlySJmG03t3V7TrIeIef81+xty2GU5CVb6AUy7t0r7MWywdxyCoS5iClJjkx1MZijNWsWEYFWdxXNzusTirjZrM2KXFj6hDMZiXBkcIiRQBBZkmgtLqalqDDnNlYilEhwYniY06NjSKKI3WDk3prVZYCuh9kF8ywmWUZe4aQ1/0uxXOB1O2HQ6Xi6tRlFVZGyg0vz/8yeBAUu/zvrY+GLxpY8EWwo8PBAY+1Vt4uZZB0f9vQzmkOZ2GU2s6+mklqPm9nLYiYBmr1EZsQ7UDU1G3hk+/NVbS4QkXUS9quQml1PXCYjdQUeTDex8qVqGj3eGcZyeJ/ATRcWQlFVklfbi65pDPn9/MGLbyKKApKQ8WXRieKcU/1sYmH29kzQLM77nmdPXzfpELcZjPzze/Ze81xZLJUmfYs4lQuCgFkv80BjbU5Vt9FAiDMjY+sWWJhlmZIcohzecBTvEtLWS6FqGkf7h/nLw8fxxeKcHRnn+0dO8L/df9dt1Ro7lfDxs6F3eLBoD7XWsgW3BVNhjs+0o2oqO/OaccpLC5osx7sTxznrv8R3aj6PTXf1ohdXBkNnfZd4e+Io21wb2JPXgkl368w4xpUEn0yf56Svg0eL99PsuHpBgpdGPmAq4ePb1U/i0tsRBAFN00iqKSbiM+iXCFhkUYdFZ0IWr613X9VUphN++iKjFBrzqLQUX9N2VsPsuinX+Vxg+TYlICu2s3RC1yQtfwwKAssGL+JVzFhomoYvGeGVkVNLDpMDlJnd7HBX4zFc23F0q7DuqxQl6xMwm0m06PXoJAmuQtN7lll/hKSiICgKGjemEiAKQsbNN4tRp1txxmLh923lg+B2QBQE8q7Rb2A8FCaUyO1hUZOfh0Gnu+rPMrOQWiIjIWTM0laazbldqPG4+e2791DqsM3lb2bFAWZ/hoXtrfPfmSvvdy2/S6QV/uKjY7wcWOzgmlEsvbmRRSKdXuDevFpiyRRnRsYW/C7jvTIbMF8OlpkXTMx/l27W0S0I8MjGhmXPL4KQ8bfZWJSf8/YCq+WW8liRJYndVRVzi6X5TEeidI5PkUin16VSbTHoKXctrihMhSNMhiOomrbqc3n72CR/9NYHcyak0WSKtzt7KHU6+PbubbfUe74cEiInZtqZTgT4g43fXmBiGknH+WT6PCk1TYujDq4xsBiMjnPEe5bdeZvYm7f5uvc5osS5GBqg3FyIwuqrcYPRcZ4fejdzzV+lWWuhMY97C3aSZ1idkZmKhj8Voic8TDQdX/W+zTIW83Jk+hxVlmJ0oi6T0c8eJ6OxKf7fzr/LLnoX02Cr5MnSg1RZLhvZhVJRvAkfMSWBqmVMYlNamoSaJJ5OElaihFMxvEk/k/FpAqkwSTVNq6uR79Y8vWJL0rWTSeDkMnBZTbJWEARkQbdE1UNYcTBaWKFiMZdQWgUJNc1Hkxfpi0wt+3ytrkq2uatW/d27VVn3wGI2+wvgMBoxL6PIsRpmH6nXSZhl3Q3RrReu+ArJkrRiz+ntOnSzHsRTaSaCYaJLGCjWelwLWs3usBijrKPYbqXc5bxp+xBLppY0C8xaEN7gPVpIPKWgl6QlFdhMsm7VR+WsieKtPgguCgKPNDUsex7UiSJ311axqThHpZjM++I03TomTAIZk1OPxbzIADOtqkyEwowHw1S6nWv+3HpJIt9qxW40EJxn5hlLpRjw+ZmJxvCsIrlyYWyC/+vVt+iZWtj24I1E+enpC7jNJp7esvzw6K2CQ7ayz7OFN8ePcCHQw2Zn/YLbVU0loSTRL5MFVzUVfypMSk2hE3SLFoWlpgIUTePjqbNssFUvav9RNBVJEHHpVzf7IAsSmXzy0smnXGiaRlpLIyKSVFMMRSdIKElqrGWYpIXnvoHoGMPRCb5Qei/yVXgqCFyueF5twlFD49WxD5lK+PAlg/zvZ/80M8Mp6vmt+q9QYHDzqzVfwJcM8pOht6m3lvNoyX4i6RgfTJ5iKuFbdE7rCg/ywvB7DMcmQMsuyEUdOlGHXtAxnQygF2SaHNWUmQtplKqw6y0UGvNIaWl0rF/ybqn3Z9Z8dyVkMdsqluM8blihaiOwfMVitiNjJbTsbMVzA0eWrVZUWjzs8dSRd5tXK+BGVCzmXZzzLZalL+7a/B+XvpjPfj9MOhmzrF9xW2vBlbPMsnhtxiifVUb8AaYj0SU/lpq8vNsme3eH3GgaN31o2mEy8C8fuIvfObgn5+02oxH9Os9j3Wiq81xsryhZ9j6CIGAzGtbEqPFGIAgCsiTmDCwgI/wx4g+sS2AhCAIOk4FSp53g+OXsogZ0T80wNONfMbA42j/E//3G+3RNTS86582a8P3NJ6cw6nQ82tx4y6egJFHic6V349LbqbuiFUrMLkLFFQzLYkqCfxx4jRMzHdm2wYWvOqmkSKhJjkyfoyPUy5U1UwGBLc4G/lnDM6vaZzGr2KNoi40F02oaFQ1ZWJyYLDHl852apxAQmEkGeGnkA8LpGF8qf4C8eUFNTEnwV70vENJHaXbWYtUtDsxVTePFkffxJRfOAKa1NAORMXzJIG+Of8JZ/2JDxh3ujWxy1C6oDgEc9p7liPccDxXtpcFaQUSJ8dd9L3FvwQ7KzIXIgo7Nzno6g32omkKLs54mezXTiQCn5E7iagLjFS1AaTXNTDLAAU8rd+VvwywZM9XabMb+P7b/DXpJzzernkAvZgaiM4PLKyszXQ8CLJm5nw3OVkIvZgLMXHXslfZ9JVWo1VYsEmqK5/qPMBydWfI+OkFih7ua3Z76275aAWsUWGgaqEuUG6PJFIl05mMtslkxy7n72tLq5Y9+qdnLpKIQyWa9zbKMdYnBWkVT17XfWyddmzHKZ5X+GR/eSO7+5AKrlTyL6Za/uN5heTQ01JscWEiiiOcqVXtud57evBHjpyxYmkVeoo0xkkgyHc1t5LYW2AwGyp0OOsYXti10T00zMONna/nSgdwrFzr54/c+ZiQQWrLapWoa/dM+ftF2kebiwnUJkK6XyfgM7cFeUqqS8QsQwKwzcsLXQZHRQ4OtYsH9Vzp/67ILXo/BhZzt/xeAQCrC62Mfs8O1kWprac7r6uwsXL7hKlSxspsJpiKkrzAie238MB2BXn6n4ZlFVQhZ1M1VRWJKHBUVq85MvsGFbZ5Kz8XpAcbjXu7ybKXcXJRzkauhcWjqFMPRCarmzSKomoo/GSahJhmMjjOTvDwkGE7HmEkGydM72ORYKKvcFujhx4NvUW0p5cmSu8kzOPmL7p/hlG08U/HIXMUonk5yyteJUTKwwV6FKIikNYWoEsco6he9ZiFbPbHqzFh1Zsw6Y2YoPHu7JEpIZJywZ30dVE0lqaWIKioWnWnZatX1ILJEYCGsTv0zE/QKi5LNAqsILFi+KpIJSpffCVXT6AiM8tLIyWUT5vW2Qg4WNuGQb53K8fWwJlckVdOWzFb6YzEiyYxXRandjnWJobV0VpVE0zRSau4+6XgqjT+WuaBYDfolB2vXWsteUdUFJSz5Gh0XP6v0z/jxhqM5b2sqzs86fd95P29nVE0jvUyZ9w5rj8ts4nObmz6V5yIBljSniqfShGK557XWAqfZRK0nD+he8PuZSJSuqWn80ThO88J2u0Q6zf/6+DjPnTy3bHVWAMqcdr6+o5XPtTTiNt9cSckPxrt4faQdq87AMzU7qLFlzOeGYxP8cOA1phOBBUsns87I7zZ8I+e2fMkgveFhCo1uik0L53n0oo49eZvnqUtBXEnyZ10/JqLEmU4G+VbBk1h1JhRN5eRMOylN4YCnldkehvltKf2RUd4YP8xozIuOjIrb7Hu+J68FfbZ/fiA6RlyJA5n2kjP+izw38AaKptIdGqTlirau+SSUFJFUnHyjC/M8BaGEkuT4TDuyKLPV1Yhdt3QyQ9Uygdn/1fzduUx0TEnw/uQJ3p44xrNVj9HqbJy7/7HpC/zj4BuoaAve92Aqwk+G3iaQCjMam+L3zvxnBASi6TiKpvLbp/4fjJKeJ4rvotZaxnsTx9nmbsJjcHBqpoOPvGc45+9id94mrLrc37mOYB/vT55kOuln/oI5pmTmQH7t+B8uekyR0c13ar6wqD1ubVi6YiAgIC0RdMxnORO75czvMs+xeonfXGiaRlJJ82eX3iKmJJe8n1kysCuvju3u6k/NOmjNAotcQ5PRZApvNEo8nXGBrHa5sC0RDETm9d/H04t78VVNIxCPM5nNfDuMRvKWOCkn0grqGi5yFG1hNlYniZ+KctWNIJpM0TM1g2+JDOPmksJPzYD1enOzB6S1eX9fiapqt4QXwrUgCFm3+dnh7OzvNS3zmpZ6x2cVpNbjWqCoGsoyzw3w1W0tOK/DhfpWRtW0uYTUlSjLJJ9WZBWHj9NkpKEgD4NOmqu2zz70xOAI99RXs6OiNNNqo6oM+QL8l/c+5sPufqJLiJLMCl98dXsLX93agttivmq5yqtlNOrnf3Qc4p2xS3y5aiu/v+n+RffxxsOc8A6SZ7DwZPry+91sr+X/3fLPs0ZkMuF0jH9x+j9TYSmm1dWApmkL9l3RVNqDvfzT4JvszdvMs1WPYdYZ546m2UFaTcvMYoXTMf6h/xXagj18qewBniw9iC274I0rEX4+/B5jcS8ziQBPlh5EvkJWNaWmCadiRNKxTHsOItPJABOJaVpdjVizmd+2QA9D0UnyDE7O+7v5b13PYdEZ+f3GZ2mwLS/nG1FihNJRyqWi7KxG5pxwytdJe7CXKksJ/mSIM76L6ESJOls5Jmnh8SiQackyS8YFVQ1ZkBERMIj6BY/RizKz7gjzX69NZ+YblY+SUtP810s/ZIujgWZHDX/W/WO+VPoAtdZS/vjijwilo7ww8j4OvZWnSu9BJ+iYSvr52HuGJnsNd+dvW+RYrWkqGhoV5mL257eiaRqyeHkW9kf9r6ETRb5Y/gDS7GM1jZSWRhZ0FJsWOqHnQtM0ktnZFd0qjeWWSy6sNFg9S+a8vvh+q22lup6jU0Xj7/s/5IxvYNntb3FV8GTZtmV9O2431uSVzKo+XUn75CS9MxknTJteT5XbhUWfySQIZNSVZsv4iXQ6e9KBeFqZi1Rn//XHYnRMTc0FKR6LmULbZTdLnShikmXi2e2sZcVCzfoezCJnpSfvsDJdU16G/IElr+ebigsXmA/eITeRRIpe78ySA/A3gkQ6jX+JAFHVtLmq4+1Gkc3G//nIvXgsZlwmEzaTAZNOR9vYJP/zo6NcnPTmfNyTLU08u7P1qk3TVkID3uzs4u+OnmLYv9ijBTKL3y+2NqOXrt2A61ZFy1bAvZHcVc7ryiSu4mECUGCzUpPnpmNiYTvUhbEJLoxNsKkkMwj/flcv//3QUXpyzFNA5vplNxq4r6GW7+3fOdf2dGM+s0wWP6UqywTHYraXfaEvgF6U59pbFE3lpeH3SakK36p6AkVTmUj4KJjXmiQJIhvtNdyVv5WPps5QYvbwaNGBRYpBMSXBKV8nL4y8x3TCz7erP89WVyMiAuF0jMy3X+C36r/KH1/8Ac8NvoE/FeKZikcwSZdduuus5fx+47Nz29XQ+PHgW7w3eYJ8g3Nu3kND45XRQ/RGhnlt7GOKjfn8fuM3yDe4lv0MNE0jlI4yFvdi0hkYiI5SZS4hnI5x1n+JmWQQb8LP0ekLJJQkzY4a/nnD1zFdEeiLgkBaU2gL9sy19SSUJONxL3E1yUBkDIN4uYtjMDpBUktx5RdVEATqrOX4kkEkQaLQ5KbOVo5OkCgzF9Bgq0QQRQqNbp4qu4fByBglpnyCqQh2nYX/3+bfpsZSNret+aRVBUVTKTZ5uMuzlcz35vK5/JXhD9CJMrvczfOCkoxq1pVBylIomsb3u9/HqjPyaMkW8gzWlRf2wtLHyZyc/QpIS6hjrXeVV9U0jnp7+JueQ8u2QJWZ83ikZAuVFs+n6jy+ZiGSQZJwm0y4TEaMOh1pVeXCxAR9M5mBlS0lxRTbrKQUBUkUMcl6vrtrJ4F4pszWWJB5YwVNw2EwsKM008dam+dGEATGw2FOjmR0zQ06iQqnk2Lb5en5vZXlOE1G4uk0tXnuJSsj10JKURZkyPTS8qY2d8igaRqXJqcZ9gdy3u40mahy31GEWg1nRsb4jR+/dLN3Y0kUTb1lvBCuhlkp1me2L5a4tJuMXJycots7g5KjGnN8cISnt2wk31awpheq6UiUtrHJOZnSRfsMfHnrJjyWq9f7vx3QyAxoL1XlNMi6Jefr1gJBEMi3Wmgo9CwKLNKqytH+YSrcTo70DfLS+U4CsdySoRa9nk3FBfzmXXvYU12+bvu7FJnBamnu39lq50Iz2kyfuHCFQsnsfdKqwmHvWX4x9jH3Fe6gwlzEiel2fjj4Gr9W84UF2WqX3s5+zxYuhQY4NHmaCnMxLY66BQvIk74O/r7/FUZjU3gMTn48+Cb/OPg6IgJpTSWtKQSSIWRRh0GUkUUdb40fRQO+VfUEsqBb9BoA/IkQQ9EJCo1uPAYn/lQYgM3OerrDQ5z2dXIgfyvfrX0ap2xb8bhJawrTiQCRdJTe8DCHvecoLvNg0Rn55eon+WbV4wCc9l3k7/tfZbt7I3Y5d4Ihmo7znzr+bu7/GpBQkyTVFD8eegt53uI8qaaJq7krdfN7+k/MdDAW85JQkxyaPEV7sA9VU7MVD4H+yBhpTUFRVf6+/xW+VfU5aq3lmeTtFdWmlJZG1VR0gkRUifP2xDG8CX9GahvwJv2IgsgP+n+xoOWs1lLGA0W7l30fZxmNzdARGOXodDeDES9fr9pPhSUvs/Bfx3PYrDbYlaxnYKFpGsPRGf6f9pdIqksnAk2Snj2eOh4oav7UncfXJLCodrv4P++7l3gqhU4SyTOb6Zme5vDAIN5oFFkU2VdRjsdi4e2eXoptVho8Hh5rXCyTKEoSj21o5LENl/sOo8kUZ8fGODk8AkCV00VrcTFJRSEQj2OSZTbk59NUULAWL2cR8VSaeCo993+jrEN3g109b0eiqRSdE5NMhMI5b99VWYrFoP/UHVSfRVRVI3WbtkIthdNkZFdVOR/2DHBhbGLR7cP+AIf7h6gr8OA2r83QnaKqfNw7wJnhsSWrrsUOO09vab6pZonrSVpROTYwvOTrt+r1q5J8vR7yrRaaCvN5RexcND94dGCIE0MjRJPJnLOFBp2OQpuFr+/Ywtd3bFkXv43VICCgmxdYBFNxQqk4boMFk7Sy7HtSTXHe38Vf975AQk3iS4Y44Wvn7/tfpdFeiUNvXfSYGmsZB/O384P+X/D+5ElKTQV4DM6528tMhZSbCpEECadsZSA6hlkyciB/O26DHaOo5390/4QvlN3LQ0V7CaTC/E3vS0zFZ/CnQjkHuDVNoys8xGhsku3ujeQb3HOBRauzEQ0YjIzxlfIHcawiqADwJUMMREZpttdSYs7nrO8i1ZYSdudtmlNVSqlpzgd6EARocdRhlnK3JVp1Zv7L1n8xF2DFlQQfTp3m/ckTfK3iEVqcl4e0T8x08PzwOyvuX1pViCtJNC3zOcXTiazpq8ZMMsjzw+9SYyllV94mVE0jlI4wEptCJ4jYdBbM8wwD01oaRVORRR0pNc1h71lCqQjl5kJkUUettRxREOaGzJNqirZAL1FPfNWBRVdonPG4H0VT+fnwCUZiPn655m42OcsxS+u3BhBFMWeVUlinxLBGxgjvv3S8yljMv+T9JEFkk7OMr1TuXqTS9WlgTc54Jlmm2p054DVNwxeL8XLHRY4ODQPQUlTI5uJiTo2M8scffUw4meQ3du/i4YZ6PBbLstFjWlW55PXyYlsnKVVFL0lsKS5ic3ERb3f38E53D7vLy7irqopCqwVZt3qt+tWgaRqxdIpEel5gsRqDvDtwccLLpcnpJQf7d1aWzbXG3eH2RtE0Uoq6KBt2u7OpqJCDddV0T03PtWHO59ULneyvrsBRXrImksljgRAfdPUxkG0hvRJJFPna9hYKbdZP1fs8i6ZphBIJ3uzsXvI+bouZMufqzMiuFbNepj4/j0qXk97phZ/FUu2IoiDgsZjZV1PJd/fvpDrPdVMH62dbnAQEFE3l3bFLPD9whkdKN3KwqI5849J6+ZFsy89f9fwci2xhOhngQqCb0/6LtDob+U7NUzhkKxPxhT4delGmxVlHq7uRzmAfF4P95OVvmcsal5kL+J2Gr2HWGdGLMv/63J9hlPR8oewe7LKVuJLkz7t/ilO24TE4cent/G8bfom0lsazhCpURIlxxn+RhJqiwVa5oHIgizoeK97P3/a9zFsTR7PBxfLHjqZpTCam6Y+M0uyo5WDBNp4beJOPpk5Taiqgwpxxfb8UGqAz1Eers3HZ1ipREMgzOOe6HKLpOBadCUmQsMuWBYGXXTZn77fELBsqoHGwYBs73c2c8nXwcPFeNjsaOO5rI6GkOOfvIpSOMhSdoCcyTCAZ5gcDv0AWdJSZC/hC2X1scTbMbTOuJFGzgYUs6hAQ2OHeyDMVj+DQW+kPj6IJmRkMMSvD+7un//Oq26BSqkJHYHTBQvvYdA99kSm+WX2Aewo3Umh0zMnbriVL6Tat11HpS0T4s663ODrds6xnhcdg496Cjbj1NvzJ3C2fl9GW+V/mN/NzMLOzkLO/ytymXf69Nus7lfVqQpurZnoMNky66w901jSVomka/nicF9o7eLG9nUgyictk4nMbmyiwWvinc+cZDYaIp9P80fuHGA4EeaZ1M+UOR86LsqKqDAUCPHfuPCdGRhCAek8eD9TX4Y1EeaWjk3d7enmnu4f9lX18eXMLW0uKcRqNa+aLkFQUYqnU3IyFKAiYZPlO+84KpBWF86Pj9Hhzazdb9Hq2lBZhlO8EFp8W0qpCWlWv2kH9VsZuMrC/toITg8McHRhedPugL8Cbnd1U5bnwWMzXdWFMpNO819XHsYHhJbtyGws8PNxUj/lTGJBr2YHtdy52czzHew2ZNtgqtzOnO/ZaU+F2sqWseFFgkQubwUBDQR7P7mzl/sbam1alWIrxaJDRaIDj3gEu+EY5NN7FU5VbmIyHFi2A0qrCOxPH+NnwOzhlG9+u/jx/2P6X3F+4i4HoGD3hIT6cOsV9BbtyPleJqYD9ni0UGFyUmhd2EcyXc02qKaJKHI/BuaSsqCSIOPVLB0ApNc1Z3yXaA720OOuoti6WAm51NrLfM8Qb44cpMuZxb8EOrLqlj9WYkqA7NERCTdFoq6LCXMyB/FZ+NvwO700e58nSe9AJEu9NniClptnr2bzkPmpoqJrKRHx67jXG1cScDK4vFWQ8djk48ydDpNR0ZuGXI0kTz7pjj8WmaAv0kNYU+iKjWWGPzO0dwT725m3mqdJ76Az28dLoIT5feg/VlhIEQaDImLdgm5F0DFEQM74eORqH/nHwdc75u/j+rn+zaDh9NYxEZ+gJTSxSRpqKB/njztdoC4zwpfJd1NmKsOoMaxpc3MiwfiYR5q973ueN0XMk1cVJqPmICAxHffxd76Fl7rUwOJgXGmS/HwsDhPlBgpr9Wc1+/xRNRVFVVDKCJGlNIa0qpDSFpKqQVDLJkn/V/Dm2uauv+71Ys7NfWlWZCId5paOTH505x1gojFmWeayxgYPVVZQ7nXx1cwvxVIojg0OEk0n++sRJ/PE43921k2r3wuxOWlUZ9Pv58bkLvNDWDoDbbOah+jr2VJTzYV8/3kgUi14mkkzxTk8v5ycm+HxTEw831FPvybtul2+AYCKBb14PrVWvx6rX3zF0W4Fhf5DTQ2NMLzGAubWseMVq1R1uLxQ1U7WQJYlQPIGiqdgMhtv+WGkuKuSe+houTnrx5+inf6XtInuryzlQU3XNCmeqptExPsV7XT1M5jCFg4zE9i/t2vqpq1aomkY4kWAqHOVY/xB//P7hJe9b6rCzs7LshgSvRTYbLSVFvNHRtWSVQpZESh127m+s5evbt1DisN+Swh6hdBy9qKPc4mImEeHQRDenZ4Zx6E34kzGKzZfN3+JqZnFaairgm1WPU2TMR0Sk1FzAk6X38OfdP+HN8U9ostfkNIaTBJG9eVvYm7d52QHd4egk4VSMUlM+0jUYrSmaykBkjHcnj6NoCjvcGxdk/+fzZOndDEXH+dHA6yiayoH8Vjx656LjSNVUBqPjHJtuo9JczEZHDaIgstW1gbGYlw+nTmPJvubOYB9352+j2lKy5MxlZrGf5B/6X51bsiuawnh8Gn8yxDvjxzg10zl3f18ySEJNIgoiWtYYcD7hdAxFUznh6+BcoJuEkuKDyZMck9pQNAWdKLHNtQGn3kaewYFdtqITM5WRImMeKho6QULVVERBnHNEl0UdeklG0RTma9FpWkbBq8joWaAUpaGhaCvP1KmaxoXAML2RyZy3K5rG66NnOesb4CsVe9jjqaPckodpzdqDctcs1voI9cZDPDdwhFdGTi8rLTvLWNzPjwY+XuO9uD5Mkp6EsnxAtFquO7DQNI1YKs1F7xQvtHfwSkcngXgCkyxzd3UVX2pppsLpBGBPRTmFVit/dfwEr1/qIhCP83JHJ1uKiyh3OtBLUnZ7KS5MTPLT8xd4qaOTtKpi0eu5v66Wp5s3YpZl7qmpxm028XJHJ0cHhxkJBpkMR/ir4yc4OTLCs1tbube25rqHuH2xGNPRy4tjt9mEZQkvjjtkSKTTHB0Y4szIWM7bRUHgnvqaT61U5nrgMhupy/fc0n31Gwo9gEYonuCdSz1MhMLcW19DdZ7rtq5iGGUdd9VWcXZkjLcv9iyS1Z2JRHnu5Hmq3C6qrrH9ZSYS5c2OLk4Ojua8XQDuqa9mX3U5ptu4yqcB44EQgXiclKKQSKcJxpN0T03zSf8Qn/QNLlDgm49BJ9FSUsSuyrKct681ep3EhgIPTYX5nBxa/LmIgsCO8jK+uauVPdUVt3QVqdFeyNNVrZyZGeaEd4B2/ziDYR+j0cCiioVVZ+Yr5Q9ikgzkG11E0xnPEAGBfIOTX6t9mnP+LqosJXgTuas54grmYYqmcHymjYSapN5aMTeUnQtN00ioKWJKHLtsQRIk0mqa4dgkr459RG94mMdL7qLJXr2kUpBLb+fZqsf5694X+EH/q4zFvNxTuJ0iYx4u2Y4gCGiaRiAV5tj0BQKpMI8U75trq7LoTNxdsJ2xuJdXRz8iko7RZK9ml3sTdnnxrMksKpmqg2PefdKagj8VRhREzDrjgtYtu2yh0lJMhbk41+aYTmQ+r29WPYHH4OLfXfgLPl96D422Kv7thf9JNB0nmIowlfDRGxlmLDZNMBnh6PR5esJDJNUUddZydue1YNGZCKYizCQCOGQrFikTMOXpMwGJKAgEUiHG41422muIpGPElIxzd4ujjjJz4ZKve5ZAKsp5/+Cy8wYAYzE/f3Lxdd6frOCJ0m1stOc2S7xaVqMcdT1oaAxHpnl++AQvDJ0glM4t5PBZ47pWKcl0msFAgBPDI7zc0cmJkREUVcOq17O/qpJf2bGd5sKFX75qt4vf3rsHWRR5o6ub1uIidpWXoxNFVE2jb8bHkcFBfnLuAm2TmSjXJMvcXVXJL21tpdieyawYdDp2lpXRlJ/P0aFhXmzv4OjQEDPRGOfGJzjU18/20tLrDixmojGm5rlGe8wWbOuoSHK7o2kaPd4Z3rvUy1gwt6pNicNGa1kRpuu8EM9qon8W2FhUwL999D4q3bn7jG8VoskUH/b08XdHT9M3PcOlSS/f2NHKxqICjLdwULQStfluHtxQx8VJL305WmM+6h3g9Y5LPLuzFZvh6sr5sVSKQz39vH2pJ+ccB0Cl28mXWzet+9DyjeD08CgvX+hkPBjGF40xFY6s6IEiCgL1+R6e2LSBvBv4HtTm57G7qpwLY5ML5uwgI3F+d10VOyrLbumgAjLvX5HJziOlG3mguJG+8DQfjvfw9lgn7f7FCaBqa+kS2xEpMeVTcoUB3tWgahrd4SEOe89SYvJQbilatqqpaCr9kRGOTl9gT14L9bZKRuNefj78Hqd8nezzbGa/p3VJ47dZqizFfKfmKZ4bfIMPpk5wLnCJr1U8zF352xC1TAvUsZk2PvaeZbu7ie3uprnHJpQkCSWBSTJklZE0jJKBibgXm2zGpbdd9njIIgBlpnwcsoVfq316wYzF2xNHCaUiPFZ8YMHzzMeb8JPWFFyyDX22WjAUHUcSROqs5Vh0puz8hoNScz4goGoaUSVOWstI9seUOAoZ1+1QOkpaVRa06fRFRplITFNrLcMuWzDrTDxSvC8bCAm8O3mCcDpGi7OOU74OTs5k3u9vVD5GodG97PutaRrtgWHa/MPLzhvM56xvkPO+YVqcZTTaS4grN09efSXSmsLF4BgvDB3nvYl2wumlTTtlQaLM7KYvMrXkfT5NXNeVPpxM8VZXN3994uRcu1Ce2cS9NTV8vXULLUWFOS+wxXYbv7FnN7F0mqeam6h0OhAEAVVVaZuY4H9+coyJcEbVwaTTcVdVJd/ZuYOmgsUnM6vBwP11tdTm5fFiezuvX+rCZTTxtS2bF/hcXAuapjEZiTA+T9WoxG7Dafx02K6vBzPRGG92dHF8cGTJ+9xTX0OR3XbdGYm0urR3gjrbdHqHG0YsmeLYwBA/PHGW9vFMUuD19i6CsQRf37GFnZWlWNdQBvpGIgoC+6oraBubxBs+TyixsNytqCo/PHGWWk8e99bXrLolKq2qtI1N8NK5DgZm/DnvYzMY+Mq2FpqKCtDdxpUfyCy2mgrzef5sG11TXlKr8D4RgGKHjSdbmm64bKvTZGRbeQnvd/XNfadnSSoKL57voDbfzZ6q8ltmrkLTMgptM4kIgeTiDKpOlKi3F1Bny8cmG5mI5U4AzW1vpeSNtirfQSAzA9ATHuFnw+8QTEf4fOk92HWWBZlljUzLj6ZpIGRas875u3l9/DB6UabOVkE4FSWlpdmV18zDRfsWmbSpWdO3K6m0FPNrNU/z4uj79IVHyNNnhoZjSoIj3nO8NvoxxaY87i/ciVEyEEiGmUhM0xcZ5fRMJ+NxL1udGzBKBi6FBvjRwOs0O2postdQYsrHY3BilzMy0AICXyy/n7Sm5rjWCZl+dy13IkHVVI54zzEQGeORkn3UWEpJKim6w0PkG1xzzuKQmYmZTgQAjWJTHt+oenTutlMzHUwl/DxZcpBWV+OC54gpCdoCPUwngjxYWIZDtmKQ9Gx1bcCb8HFk+iyvj37MRnsNO1wbOTbTxlTCx1/3vcg2VxP7PFuos5Zjk3MHdKF0jFMz/fSFr24xraJy1j/IWf/gVT3uRtPuH+HIVBdnfYPEl5GVlUWJPZ567i1s4t+f//kN3MObx3WdCY2yjg35+bQUFXF8eIRCq4XHGxt5qnnjnErUUkiigCQIvNXVzWgwRJXTSU2emz0V5Xy5ZRPPt7Xhj8W5r7aGX9mxnc3FRctur8rl5Ds7d1DvycNpNLGxIP+6B6zj6TRD/sCCikW507Fm0pKfNjLZ6n5e7+ginMjdZ1hos3B3XdWatEGlFWXJhYmqfVZqGSujaRrjwTDD/gBlTjv5Nuuaiw9EkymODwzzN5+c4uS8oDKtqnzY008gHmc60sJ9DTW4zKbbckbAbTHzWHMD3d5pDvcOLsqye8NR/vLj43isZlpLi1ecLVE1jcEZPz8708aJodyBuCQK3FNfzYMb6rB/SloHqz1unti0gUuT00tKUc8iAEV2G1/d2sJTm5tuiplmU2E+uyrL6PFOL3DiBuicmOJHJ87isVhoLPTcVFEPVdOYioc57xthLBqkKzjJ2ZncQ/CQ8UXQS9KKnkxqNtucS/5X00DJKhVpyyRyouk4w7FJLgb7OTR1iplkgHvyt7Pd3YRhXj+9iIBB0nPK14FVlzlPRNIxjs9cwCXb2WCvRhJENtir8BicpDVlQVDhTfiZSvjoCPYRScfm5Hbn49Lb+KXKxxmOTlBlLZlrgfpg6iSSIPJQ0V5kUebdiWMMRyfpi4wQSkcpMLh4rOQAO1wbsckWOoJ9fOw9y7lAN4e956mwFNLqbODh4n1YpMy+11oXB8KSIGKSDITTUdoCvThk66JqRzgd5cRMO4PRMXZ7NoGllEuhAQajYxzwbM1UThC5O38bFp2JF0beR9W0BVWbBYO9Oa6GfeERzge6yTe4qLKUEFeS9EfHGIlOciHQw8VQP/X2Sr5Ydh9OvY2HivZQYy3lo6nTnPd30xHs476CndxdsC3nbMvF4BinZvqWXXTfzrw30Y6iqQtmUq5EFiTuKWjiO7X3chte8q6Z6woszLLMgapKHEYjb3R1UZ+Xx321NbjNK5eq3+np5Z2eXqajUax6PVuKi/iDew7SmO/hV3ftoMBqoW/Gx5c3b6LBs7JlPGQGqx9tzETla/EZToTD9M3MzC0gzLJMqd2O9c6MxSKSaYWzI2P89PSFnK0is9xTX0NDvmdNeu5TqkpqCVM2VdXuFCyyzERjvHShg3cu9tBUlM/28lJaigspddrRr0GWNZJM8knfEH979BTHB0cWnWY14OzIOP5onKlwhM+1bKDYbrsth7o3FhXwZEsTI/5gTsWz82MT/MVHx/kX9x2goSBvyQBK0zQmgmF+dqaNtzp7lgyQm4sK+dLWTZTYbTdU4WS9ubu2mlcvXGQ6El2yDUoQoMRu55ntm/nKthYcNymwyrOY2VdTwbGBIdrHF2dfP+wZIN9q4Xv7d1HqtN80QQpFU+kOTfJH595kPBacaz9x6a+vdWxWpSidQ+lmdohXXWGYN6mmOOI9x0fe0zhlG48VH+Degp3YdQtN5SRR4qGiPXQG+3hn4hiQDYBEmQP5G6i3ZRbqoiBSkKMVZyI+zS9GP6Ij1I9b76DEVIDuivkNQRDQCRJVswpSAlh1Jg7kt2KUDGxzbeCM/xLvThxHFEQqzEXU28rZaK+hwOieG0jf7Kyn2lJCW6CXs/5L9ISH8aVCc4HYUshiRva10Ojm2PQFhqLjyOLlfdSAUCqCLxVir2cL5aYiREEkoaaosZaxw70Ro5gRxfiVmqdIqileGf2QgwXbqbbMa2HTMtl/LasKdCWiIFJjKaXKUkK5uZDx+DSvjBxiIDpGnt7JA4W7OJC/NVPVyb7memsFleZizjoucWjqNOcCXWx3N+UMLEySnk3OcoySnpGoj6lEcEW1pNuJ1ArD6yZJz0PFLXyr+i4qLB56wou9kD6tXPeqQpYkWooKqffkYdDpVpVRGvT7+UXnxTnX7UgySYHVOheQWPR6vrK5hVA8gesqqwNrdUrXgEF/gI7JyxeSCqeTErv9tlwQrSdpVeXSpJcfnTjLqeHcw6cAJQ4799bX4LGuTY90Wlna7VlZohT+WSOWSnG0f4ifn22nb9rH+dFxDnX3s7WshO3lJbSWFVPjcV/zQHA4keCD7n7+4dhpzgyPLfuOD/kDHOkbZE91OUX2pSUkb2UkUeTu2ioGpn386OS5nKpnh7r7sOj1/PbBPdTkLda31zSNqXCU58+28eL5DkKJ3L255U4HX93Wwqbi26QF6ipaYtwWE3urKzg3Op5TaUsSRZqLCnh6y0ae2LQBm/HmtdAJgsCW0iIO1FYx6AssqsYqqsorFzpxmU18e/e2m1aREwUBi87AZDyEXpTINzpIKGmS6srqPcthkPQ8WLSbCsvirgGzZGCrcwNpTVnQnnMlNtnMRkc1Tr2NGksp9bZyjNLiz1RE4EtlDzAYzThHz2KUDBQZ81acoyg05tFgq6TYlE+9rYJ6azm6FRSnBASsOjP3F+5C0zR0oo56awVPl9+HU7ZRYsqfU4Ja/Los7PG00OKsoz8ySoHRvayULWQW9JXmYr5R+Rj9kdGcAZsgCFh0JjbZ68jPLto3OxvwGJwUGT1zr8ko6TGIMt+qegK3wbFgSFwD8vRO9ue3kmdYLM+8wV5FcXZbZsmIW5/xAWl21NJkr6bUlI9OXByUGSQ9O9wbqbaUMhSboNSU25i42VFGhcXDUGSa/sgUAxHv3J/h6Myq1JNuV/IMVp4o3cZXK/dQYLCv/IBPGdccWIQTSU6PjhJKJBAFAUkUkSUpU1pdYeH9TncPbROTc5mqfIuFbSUl9M7M0Oe7Its9nWMDi9BQVQ1F01DUWc3ezM+ldjsN+Z6r7n+NJJK0T07S7/fP/a4x30OZ47P3JVkOVVXpn/bxD8fPcKi7f0kzPJ0o8nBTHRuLC9ZMISitKku6PavqVaxyPqUoqkrX5DQ/PdM2V0VSNRgNhBgNXOST/kGaiwvZXl7C9vJSmooKsOhXJ9GsaRrBeILX2i/x3KlzdOTI5M7HZTaxr7qcBzfUU+ly3tYyww6Tkc9vbmI4EOTNji4iV0iRasDrHZcQRYFf3budpqLLF15N05gMR/jp6Qv8+NR5ppaQlnWZTDy1ZSMH66tvm7mU2baL1bKnqpwfnTy7KLCwGQ0crKvmqc1N7KkqvyUUxZwmE/fUVXNmaJRjOebHYqk0Pzl1AZvBwDM7NmPVr5+b8FKIgki5xcU3anaQZ7TikE0cmezlk6n+BfdTVJWhiA9REFY1VGvVmXim4lEMOQIHm2zhgaJdaBo5A4VZJEFiu6uJHa7lTdAEQcAmm2l21K64X7lw6+08XLwPnSCtGFBc+bwS0lxmMs/gyLkYXwqLznRV+2zWGdnm2sA214ZVP0Yv6qiyLPbpEAQh57C9IECFuZBC4z0YxNxB33z39DyDk8dKDqzKqE4URPKNLvKNS7e8C4KAXTbR7Cyj2VlGUkkzHvfTH56iLzJFb3iSnvAk/eFJYrfwkPbVUmcr5KmyHTxeuhWbzjinODYfEQGdKKETRHRiph0x80dAREQQBERByHwW2c9DgAWfy/xPaM7vIpvd0bI/X+ltoZBdH2d9LVJZP4v0KofrV8s1BxYzsSg/PHOW3pmZTGAhiOgkEVlcObDo883MVSsgk/F+vq1tWc3r5ckagswFFpd/frC+jjKn46oDi0G/nxPDI3NKIAZJosGTR6H1+gbCP02oqsqAz8/fHT3FW53dSyraAGwqKeSBxto1VbVJK8u0Qn2GFKNyMTtX8dMzF5Y0G5uOxDjU3c/poTEOFfTTWlbCrsoytpYVYzcurWykaRrTkSg/O9PGz862LTl0DJmTX0OBh8eaG3hwQz0VLsctsVC8XspdTp7ZvhlvKMLRgWGSV3wPVU3jtfZLRJNJfmnn1szQsaYx7A/y3KlzvHKhk4lQ7qDCLMs81FTHE5sabysVqFmTptVS43HjNpsY9gfQtEz1e1dlGffW17C/poIaz/KqM+uFpmlzSa/539WmogLubailf8af02vEF4vxg+NnMMo6vrK1BYNOuqHBhQA4ZBPfbTyAQzYxnYjQE1oY8E/FwxyZ7OOD8S4qra4FLThLIQrikgO6oiCu2jTt2q/vq0cURIxr5oFweyMgoBN1i6oOy7HSvM31oJd0VFg8VFg87FMbmIwHGYh66Q1PcjEwSmdwlP6Id9UKUrcasiixz9PAE6Vb2ZffgEHULTj+XXoLv1Z3LwZRXhBU6LJBhYiYCSayfwRERIHZ0ALmfr6MwML86ZyJ3px5XqYlXEW9vEbW1EyAkU3Cp7JGeaqmUWZem3PuNQcWKUVlOBCkd2ZlV9KVmInFmInFrns7uWgtjiyZRV+KWCrFufFxzoxeluGrdLlo8Hhuaw351RKKJwjE4sv2wSuqyqDPz/ePnOS19ktEkkuXNV0mI483N9JYkL+mbWSZClXuzzalKDmHDT8rhBIJ3rnYzZsdXYsWvbnue3JolLaxSY70DbKppJA9VeXsqSrHZTYtqC6omsawP8A/HDvDa+2Xlsy4A5hkHXuqKvjClo3srirDYTJ9quYEWooL+eU92wjEE7SNTyz6LiqqygddffiiMbq8jVS7nbx0vpND3f0LEivzMegk7mmo5mvbN1OeVcu7XdDIVMRWi1HWUeyw44vGaSz0sLWshJ0VpTQV5d+04DOtqHR7p+kcn2J3VTnFjsste2a9zAMbaumcmOL1jq5F8rMAE6Ewf/PJKWRR5ItbNyGL4g39DHWiiNtgWfT7lKpw3jfKy0Pn+XC8m8GIjzKzkwZHwWc6AXOHm4NOlCgxuygxu9jprmE85qc/6qUnNMFpXz9nfYMEU+uzJlwP8g02HinZwiMlW6izFi6ulgmZwOKXaw5mku83IMi+GlRNJa2pa7Zf1xxYmGWZHaUllDnsyJKETsyUcWZLNleiahonR0cZDgTmhmobPHk05nuQVyhZBuJxTo2O4csGH5IgUOfJY2NBwVzEpmoq6Wz7U1rNlnlUlTpPHrK0+jdL0zR6ZmZ4/VIX/uzFXxQEtpYUsyH/2rW7byWC8QS93hl80dwH7ngozJ8dOsoXtmzk7roq9NLCzJuiqvRN+/jzj47x7qXeZYMKnShyX2MtB+uqsa6x/4e6TIY0kf5sBxY6UaLS7WJPdQWnhkZXVN+BjApa+/gklya9nBgY5u3ObvZWV3KwvooCqwVV02gfn+T7R05yqLt/2c+9wGrhkY31fL5lI/UFebeMFOdaIooiuyrL+e7+NP/tgyN0TU0v+s4pmsaZkTGG/UEKbBYuTS4tsaoTRfbXVPLNnVupz8+7DWe5rq5iAfDMts3EUinKnHbKXc4bnuWfTzyV4sTgKD84foakkqbS7VwQWACUOR08ubmJXu8M58dyD2OOBoL81ZETKJrGM9s3I90CweFELMQLg2d5ceAc4XQCj8HK1rxybLKBi4GbO1QamA6TiCXxFDsRr+JafYdPBzpRosySR5klj53uGvZ66ukJT3Bypp9XR07f0gPfOkFku7uaR0q2sC+/AbfekrMyN9vOZLxFv9+iIKJfw2Dnmq/2brOJb27fSkpRs9KxIoKwtNPh8eFhLkxMzgUVBRYL39u1i5biwmWjpFAiwcsdnRweHJr7XWO+h+/s3EFr8WV3ytkesvl/FE3DaTRiuYoqw1QkyusXuzg1cnkIudzhYHd5GfnWxZmgtWQ8FGYqEqbEbidvFcpaV4uqafR6Z3jpfCdvX+zGu0S2OZ5K815XL4M+P6eHR/nilk3UeFxXBBca/liMWGr53sjWsmKebGmi1GFf8wXDbP9gLhLp9FVXqj5NmGQdu6vKKHc56PZOc2Z4jCN9g3RNzSzZPjZLWlXpnfbRP+Pn3Og4717qZl9NJS6TiedOnePs8NiSsy0CUF+Qx5e3buL+hjqKHdfvV3Iro9dJ3FVbhapp/On7h+md9i0KLjQNpsKRZas7OlFkb3UFv7x7G83Fhbdlu9hs+f1q2FmZcdi9mZUZTdPwxWK8fL6Tl8530jkxRYXbmTMYFwWBbWUlPLGpkalIhPFg7oB92B/k+0dOoqgaz+zYfFNkcudjkfVYdBklobsKa3msbBOt7jJOTA/wwXj3Td23D186SW/bCF/7vUfIL1ksdnCHzw4GSabeXkSdrZBqawHvT7STTN6agUWJycVDxS3cU7iRelshBkled6fv24VrDiwMOh017tX1Yw35AxwdGmIkGAAyFYdnWjdzsKYKh9G45IkkmkpxenSMt7q65xawZQ47X2rZxP11tWsu+xpJJvmwv58X2tqJZp9PFkX2VlSwq7xs3TXKpyJhnjt7HrvBwBdbNlHtciGJa/NFjSZTHOkb5KdnLnBqaDSnEst8VE2ja2qa8WCIs8PjPNxUz+daNsy1xpS7HPz23XtoKizgxfMdOS/CZU4Hn29pYnNJIbp1iNQ1benWi+RnvBVKEASMskyNx02F28m2shIeaKzj/Og473f1cXZ0nMgSXiOzqNmZgGF/kLbxKUyybtl5Cr0ksaOilGd3trKjovSmyYPeaIyyjoN11ciSyJ+8f5hLk4srF8shSxL7ayr41b072FxatGpzvVuNzPD21T3mZldl0qrKxQkvPzh+hsN9A3OBQiieYGyJoMGsl3l80waG/UFePN9BMJ5b1Ws0EORvPjnJTDTKL2fVom4WDr2J+4obKbe4aHQUUGPzYJRkzvmWNjK9EQxcGuOtf/qE4e4JfJMBvveHX6GwPLOu0FTtTgXjM8hsdt+lt9xyLUPzua+wmS9V7KbQaL8h80O3E+venxBOJPl5Wzsf9PYTS12OPC9OeXntUhcbCwqoy8vDLC8cdImnUrzX08ufHfmEwUAmIHGbTDyxYQOPb2hc86AikU5zfHiE7x8/wXj48gWlqaCAhxrqyLesb7UCIJRIcnHKS7/Px5mxMXaUlnJfbQ1NBQUY5Wv/qMaCIV44284rFzoZ9AVW7Lm/cp9ODI0w6PNzqKefhzfU8+CGWpxmEy0lRZQ5HTQV5fNPp85ztH9oLl/pMBl5smUD9zXWYl4n34/lW6HSK+qJf9pRNY1oMoWiqnisFvIsZhoK8thXU0nH+CTvd/VypG+ImSVa4uYzuUIrlc2g54HGOp7d2UpdQR7GT2Hr03IYZR1by0rYUlpM37RvkZHacrQUF/KtXdvYUlp82wYVAGQrxbcDs6pmz59t45ULF+nxTi+4PgVjcUb8QVRNy1lx81gtfGNnK6PBEB929y95Th0Lhnju5DkGZ/x8a/c2WsuKc95vvZgb4tSgxuah0uLGIOluiSpiNBTn53/+DgMXx0jEkiTiKcy2TDIinVI4d7iLsb4pDn5hOzbn+l9/75CbcDK5qjy8ThRztrxenPICUO1y3d7ntysoMjlwLdH69FlnXa/+qqbxdnc3r3R2zs1HQKbv+FBfP2dGx7AZDNiNRqrdThrz82n0eChzODg3NsZ//egwA1m5V7vBwGMbGnl265ZVGfBdDSlF4czoGH/68WG6py+bXuVbLDzSWM/20pLryqxpmrZi+wlkVEX88Rj+eJyTI6Nc8nopc9hpvMbZjpSi0DY2yd8fO8WRviF80dg1j+lNhiN4I1G6pry81n6R+xvruKe+mhKHjfsaail3Ofj52XZePN9BSlF5aEMdT2/ZSN46Zum0ZRYyqbSComYaM27+JXR1JNPKqr4ny6FpGpFkklNDY3zcO4AvFuPzLU3sr6lEEASsBgP1+QbKnQ62lZfQMzXDO5d6eOdiD94cngyrwW028YUtG/n6ji23rfHd9RCMJ/i4d4BXLnRyYWxiyRmKpeidnuFHJ8/ijUTYV12BZ51bLteLq5WbXa99iCRSy34GiqbxUU8//3jyHBdGJ3J+7xOKwmQ4jD8Wy3m9EYBKt5Pv7tuBPxrjzMjYkq2X/licdy71MOjz8+jGBr6wpZm8G6D2paGRzqq9qJqKXpRgiXnGsWiQFwbOcmJqALNOj1NvxmO0UG5x4TZY1jwQSacUXvz+exx96zyJWJLqjaV88199Dqsj4wGiqRrjA1M89yevc+pQB498fT/b7mlCJ396Fqa3Cz8718ZIIDj3/5Si0Ds9Q2NBZl2SSKcJxOPsq6rkK1s2LXhsJJHknUs9eCxmKp3OG7nbd7iJrGtgIQBbiov53q5dXPJ66ZmZoXdmhrFgiGgqRTSVmqsOtE1M8G5PLxZZj0GnI5JMMJbNkpplmfvravnurh0UWq1rulBMKQqnRkf5o/cP0TE5ObdQNUgSB6urebJpA5brzLinVJWhbNVlKVRVZSwYmpMxVDUNi95Asd1+TdWKcCLB2xd7+Nujp+nzziwrBbta1KyE6VQoQuekl+fPtrGjopQHNtTSVFjAd/fvpNLtZMQf5KktGylZh7mK+dzbULNouHI+tfl56/bc60EwnliyrWI5NCCtKJwfneBQdz/HBoYYD4bxx+KUOm082tSw6DFGWUeZ00GhzcrG4gIeb27kzc4u3mjvwhuJXlUAGkokOT08xobCfO6urcJ5E1s+bhSqptE/7eO9rl4+6Opj0BfAG44sOXuyHP5YnA+6+jg3Mk6Z087WshIO1FayqbjwphrDXS3aLWAd44vGmIpElqwgnB8Z538c+mRO0GAp12+A6UiEIV9gyUSWKAg0Fxfye/fu54/e+oCO8aklEx2JtEL7+BSjgRCHewd5astG7muoXXNBi/momkZKzQQWK7kEj8eCvDB4DlkQkUQRnZCRjjdKMvlGK5vdpezLr2ZbXsV1Jw5SyTQvff99Xv/BxwS8YcrqCvnuv/sSdZsrFlwvVEVjetzP8XdCDF4co/WuDTz2Sweo2VS29GtWVBAywgp3WBseaqgjkU7zi85LbCoqxCzL/MEv3uJf3HMAyMyPXZzy0pQNNFRN49KUl/NjE0yEw5wZGaPC6USjY0GAuqWkiGq367acJ7vD8qxvYCEIVDgdFNms3JeuIZFOk0in8ccT9Pt8dHun6Zqepts7zVAgwEw0zQyL2zLi6TQnRkb4i6PH2VpSzOaiIsqd16+Hn1QUjgwM8kfvf0DvzOWhS0EQ2Flexje3tVJwjb4Vxnklv0gyyaudF7mrqpJ6j2fRfVVN4/zEJIcHBhcMQ+8uL7tqMzFN05gMhfmbo6d55UIn05HomrcnKFkfg5lIlL7pGd7s7KLU6WB3ZRlbSou5r6GWYrt13TPXlW4npc6lDQtvpxNWWlWZicauKrBQNI2O8Uk+7BngcO8Aw/4AwXiCaDI195lrGst+f2RJIt9qwWU2UV/g4fMtTbx0vpOXL3SuOIczS0pROD86zqDPz/Nn23i8uZH7GmrIuwHtgzcSVdMYDQQ50jfIhz0DdE16mY7GCMcTKNd5jCUVhYlQOHORnvDySlsnxXYbm4oL2VpWTGtZMYV227rPeV0PWtao9GbS651Zdkj+P73zIcF4fFWtaoFYgsklvEZmkSWJ1rJi/tUDd/MfXn+Pbu/0knMmqqYxE41xdGCYS1PTvHS+kydbNnB3XRVO09oH45IgUmC0scFRiMew9HVMzCo5ptQ0MVVdZJbVE5rinG+EFwfOUWXL44tVrTxYvAG9dPXLh6Avwgv/613e/qdP8I77qWgo4nv//ks076pB0uWW5k0nFUb6Jpke99N5speDn9/B/V/ZjbtwoYFdMp7irR8fIRqMc/CpHRSU3RwflE8bxXYbY8EQr7Rf5LGmRgySRCAW42fn2tDIzMy2FBeyoSCztlE1jeNDIxwfGmZ3RRkHqiuzypyXOwze7e5DlqQ5VdGrJZJOMBbzUWC0Y9HdPsmXzwrr3ggtiSImUVzg/1CuaWzI95CoqaZjcor3ent541IXQ/PKbfNRNY2RQJCfXWjj1c6LmGQdxTYbrSUl7CwrZUtxER7L1ZVrE+k0L7V38CeHjzARCi/ItG3Mz+dXdmynId9zzSXgEvvlBa+qabRNTPLd51+kxu3KZMCym1VVjUAsTp/Px1goNLcfFllmT0U5JbalM/JXklZV2scm+a/vfcyZ4bG5AfSlcJlN3FNfzQMNtVTmudA0jYEZPx/3DvJ2ZzfeSGTZDKQGRJIpIskUE8Ew7WOTmGQdeRYzG4ry2VxcxIaifOry83AsY7h2rUiiuC7BS0pR8EVjDPuDBGJxqvJcVOct7TC6FkwEwwz6/CgrZLxTisKFsQk+7Onno55BxgJBoslM9S9XAKlprMpwSCeKuM0mHEYDVW4XT7Zs4B9PnuMXbZdWVe1KKSrecBRfNEb72CQvnO3gqS0bub+xZs1bF28kkWSSS5Nejg8Mc2JwhF6vj2A8TjS1fLvNlehEEQ1W/HxVTSOcTBJOJpkMReicmOLlC50YdZkKU31BHo0FHuoLPNTn5y1rZHijUVVt2QrAjeDM8Bgj/tzXEWDZoGMWfTZY+Nbureytrlzx/rIksa28hH/z6L38h9feo9s7s2wyJ62qTIUj+KIxzo+O88MTLh5orJ0zkFyrtqM8g4Vv1e3hazU7MOVwzQZ4oKSRXZ7K7DlCQEMjmk4SSMaYSUTpD0/T5hvl48k+RmMBJuIhLgYmeG24nd9uupsNjqJV789w9zjP/ckbHH3rPJFAlE176vjl/+Pz1G+pRCfnlhmW9Tqqm8tweWyceK+d3vYRxgenOflBB098+2523t+MwagnGo7zi7//kFf+5gMioTiSLPHQ1/Ziddy+555bhUA8zh++8z6NBR7+47sf0FpSjNti4ju7diBLImlVIaWojIfCOI1GzHqZRDpNsd3GU5s25tzm+bHJjKHmNe5TZ3CUf3vuZ1h0etx6G6VmF2VmNyWmjDdGicm1bDB9h/Xlhk5YqprGWCjEhfFJTowMc3xomNFgiHi2kjGL3WDgyaYNFDvsfNzXz5mxcaKpFPF0mng6jT8OE+EIbZOT/OT8eax6PY35+eyrrOBAVSVVLteS8n6aphFLpfiTj4/w3LlzRJILF9/VLhe/tmsHeyvKrys7uL20FKvBQCiRyUCns+1Qo6Fg9sIhzO4QKplWqPkH2a7ycjYW5K96HxLpNK+1XeKP3z/CZDi0otTq5pIivrt/J7uryjDJ8tzzVOe52Fddwbf3bOUnpy7w3KlzhFZQD4JM9jySTBJJJpmOROmdnuGtjm50UmagK89iptRpp8xhJ9+WGSR2m83kWUzZn00YdLp1XyRFkkmCsQT+WAx/LD4nAzoZijAZjjARCjMZDBNJJkmrKtvKS/itu3av6z4BDPj89ExNL3n7WCDMf/vgEy5NeZkIhomn0qtSvkopCtHE8gHmfCRRxG4y0lxcyL9++B6+srWFvzx8gne7elfVP6+oGoF4glPDo3RMTPL82Tae2b6Ze+prsN/ibT2qphGKJ7g06eXC2ATnRsbpmJhiJhIlqSgkFeWqJYxtBj1Pb2nmqS0bmYlE+cHxM3zYM7CqBbiqacRS6bmh4slwhHOj4+gkEZ2Y+eO2mCnPekCUOe0U2q145o4tMzaD/oa1hSjazQ0sRgNBTg+PMnONs0KiIFCd5+Kbu7bywIY6HEYDulVmUzPBRSn/5enH+NevvMX50YkVj820quKPxTk3Ms7FiSl+ePwsB+uqeXbnFuoLFle2rxZJFLHrl1dms+gMCzK+s3Mys1LeaVUlrSlMJ6K8NHiOv+8+ynQiwvtjlxgMT/O7G+/jvpLGZZ8jmUhx7K0LPP/nb9N9bghBgMd/+SBP/dq9FFV4EKWMClAiluLFv3yXokoPex7eDIAoiVRtKOHb//rztB3r4YX/9S5tR3s4f6SL/o5Rdty3kQe/uocLR7t55W8PEfCGkPU6EtFkpi3qDtdF38wM/8drb7OzrIRv79qOPxbjve5+im02/vCd90ik06QVlZSiUu128Su7t1PvyUMQBGRRWrKNXJZERPHaxVlTqsJMMsxMEkaiPtoDw0izDtZCxv7AIMnElCTR9NW3F9/h+rjmwGJ2kXHlyVPVNKLpNNORCOOhMCPBIIN+Pz3TM3RNT+ONREkpypyR3eyjRUGg0Grlyy3NfGFTM0VWK4Ig8EutW5iOxjgyOMg7Pb2cGB4hlEigahqJtEIirRBKJJkIRzg8MMiffHyE2jw339y2lQdqa7AaFi5mwskkv/XCyxwfHl7UD11qt/Oru3bwSEP9qi8oS+EyGfmdfXv4j+8fWvAeKaqGskycLgAFViuPb2ikNi9vVQvteCrFfz/0Cf9w7MyK2WVRELi3voZfP7CLjcUFc6aGs8iShCxJmPUyv3PPXr64tZkfHD/LC+faiCRSq8owaGQy2ClFhRRAAm84QtekF2HWrl4ga6YoZGzrBQG9JGEzGLAY9FgNMhaDAYtexqjToRMlZElEJ2X+zcjQaXPu26qqZhY2ikosnSKWShFLpogm08RSKcKJzPxCUlGyF85s64Z2eQh8Vj1l9vMSBYESh526dZ7ViCaTnB0eo2N8asn79M34GPD5FwWgK5FQ0gSuYW5DEkWsBgNbSov4z08/ypG+Qf7k/SNcnJxalaSoqmlEkinODI/RPj7JtrISvrV7K7sqy+aql+vha7Lg/1f8ZzY/ppFR/Rn2Bxnw+RmY8dPrnabbO8NYIJQ9P2komnpNXigCYDMY+Mq2Fr6+YzMeqwVZktA0jS2lxVwYm+CHx8/yce8AsdTqjinIvKezAc4svmiMXu8MYva4mn9siQjIkojFoMei12Mx6DHLMma9fNnUVBTQiZmM+z311dcliZoxKb0+8YFrRVE13ujo5szw2FVnQQUBPBYLz2zfzJe2bsJtNqG7BsdsnShSm5/Hf//y5/g/X3mLj3oHVvX9yXyuKmVOO/c31lK1ztXR5RDIHpeCgARZ81oZq87A9xoP8GhZM3/c9i7vjl3Cm4gwEPGhaNoCE0BN0zjz4UUGL41RWJ7HR6+e5thbF4iGYlQ3lfLVf/YwrXdvwGIzgZCRlT35QTt///+8zMDFMQrK8mjaWTO3PUkn4sizsuehFpq2V/PhS6f4+V++y+TQDO///Dgf/+IMSlohlUxjsZn4yu88xEPP7LujJLUGlDkc/Na+3eRbzUyFo2iaRrXbyY9OB/nPn3s0ey3QsOhlypyOBQndfzp7nre6cnukTIWjNK5B8AygoqFqyuI5omXyaSlNoTM4ygZ7SUbelrW/Hn2WuebAIq2qnBoZ5fsnThJJJgknUwTicYLx+NzFcn6pa/7PAplFmz67gN1VVsYTTRs4WF2FQadbYJgkiyJlDpkvtWzi6U3NeKNRPuob4LWLFzk7Nk44mURR1QUX3clwmDyTCWMOYzyLXs83tm6h3+9jPBRG1TQEMq1Lv7FnN19u2bQmpWhREHi2dQsFFit/f+oUXd7pFfuwnUYj28tK+crmTWwvKUFeZaZRliTuqqni9fZLDPuDS15YjTodT7Rs4Hv7d1LudCx7IAmCgEGno8rt4v946CDf27+Tn59r5+XznQz5AplM1lVkJzUyGc2VVqXzpU8X7J0w+8/S+zy3bNSu/N21UWCz0FjgWdDGt9aomsbZkXHeu9S77OCvljV8vBoEIJHKBPnXiiiKGAWBe+pr2F1VwYvn2vnrIycZC4ZWnXWPp9Ic6RvkxOAI9zbU8J29O9hQ6Fnk6H69aMB0JMpEMIw/HscfjTETjeGLxvCGL1ekxgIhwolkJtDQWHSuuhZEQUAniZQ5HDy1pYkvbG4mz2JaaP4mCFgNenZXlbO9vIS+aT8vnu/g7YvdjAUy7+fVzkPN7vtyj/PNm5W58t0WBYGW0iKe2rLxun1H1JtYsfiot5+XL3RclbKZKAjYjQYe29jIr+zdTknWzPF6vpOiIJBvtfAnX3qCP37vMP948tyCanwuzHqZx5sb+fUDuzKCF9f87OuHIAjoRYk6m4c/2v55Xhg8SySd5Jt1u7jyKhULxzl3+BI//tM3IKvw5Cqw87V//ggPPbMPT4kzk1QSBMKBKH/xb37KRy+fIh5NopMl0qk0vReGFj2/pJNwFdj53K8cZPP+en78397k41fPEI8kEATIL3bxzO89ysEv7MBkuXVaBG9ndKLIvqoKfvXHP6fG7cJlMRNOJIgkk3zcPwDAaDBEOJHgjz//OHA5MfflzZv4vbv35dzuH779/rpeV1cirqT41U/+Fy3Ocp4q28H+/EbMOj2SIN0SUsy3O9ccWMiShNtswh+Lc2p0dNn7SoIwlyHTSRL5FgtbS4o5UFXJvspKnMv0Cc/+fjYYKbJa+VJLM19obqJneoZXOi/ydncPw4HA3An82dZWNhcX5WwjEgWBh+rraC4s4N+89Q5HB4cosFr57b17+GJL87W+HTn3W6/T8URTI49vaCChKISzlZZcGHU6LHr9Nc0MSKLIjspS/vTLn+MPXnojp0GXzWDg6daN/OreHRTYVt97KAgCkiBQYLPyvf27+Pbu7ZwaHuX19ksc7h1kOhrNyKSq6ppLTV6Zcc78c+OGQ0vsNury3et6gRoPhnit/RJnR8fXZHuSIKDXSRh0OgptVvZUlbOvZuU+8eUQssOdFr3MM9s38+CGOv7u6CleONuBPxZblRKSRmZA+Y2OLo71D/Mv7j/AY80N1624duV+Hukf4i8+OkbvCn3ua/J8ZJy3jTodLSVFPN3azD311ZhlednzWeZxOhoLPfzLwrv4zt7tfNw7wGvtl7gwNkEoniSprI9z/JVbrMpz8Zt37aa1tOi6L6iqmqkY3gyMOh1GnQ6BlZMJggBWvYFdVWX85l272VRcuKb7IggCJlnmXz1wN5uKC/l/3zmEN5xbRMOabZX7zbt231QDvdUw+5226418s27p9tDRvil620ZAEObakdKpNGMDXoa6J9AbZSx2EzpZwmw1oioqgiBgz7PwyNcP8MXfuB+j2cAbPzqcex9E8JS4qGws4dhbF1DSCmX1RXz99x9l36OtyPrPlofOejJ7vsq0CbopttvwxWIYdTIbCvLRNA2dKNLlXdzGe6tXAZKqwsmZfk7NDFBodPBE2VYeKm6h2OjEIN68oOfTwHUdgaV2B09v2si58XHSqjrX96sTRWRJnOuxK3M4aMzPo6mggObCQiocjus2SpFEkYZ8D7+f7+Gb27byfm8vL7Z3oAF7K8txGJfOvgmCQKndzn967BG+f/wkGwsKeKJp+T7R60EQhLkL33ohiSKNBR7+8ImH+Devvk3HxORcccBhNPCFLc18d//O69ZP1+sk9lSVs7uyjEgyIzP6UU8/J4dGGQuEsspfGT+Gmy09eb0U2KxUute3LSGtqiiqiiQK17yQ1GXFEawGPXX5eeytrmBPVRn1BZ4lZ42uFSGbkf3de/bz2MZG/vqTk3zU008wkVxxMHl2XxsLPWwqLlzzjJUAPNHciKKo/PlHxxiY8a35d3A2mDDJMkV2G/trKnh0YwONBR7013h851nMPNnSxBObNjDkC3Cou49D3f30eGcIJ5LE0ymS6bU/ntxmE9/clWlPWwsRhNm2xJvBzsoyHt3YwLA/wMQySk5mvUxVnovv7dvFwxvr17U6IIoCjzc3Upvv5v9+433axyYXCGroJYmDddV8e8/2Wz6ouBpkg0xNcymJWJKJoWmiwRjxSJL3fnaM958/QfPuWh599gDNu2tx5tv45r/6HBabiYe+vo+a5lJEUSQZz93HomkasXCC939+ghf/6j0S8SR1myt45vceZecDm5DuOHWvOaqm4TAamYnGUDSNYDxOUlHo9/mIJlOMBkLsrihbZCY5Hgpzajh30nkqEl3V9eJGoKExHvfzV93v8ZOBo9xXuJFHSrZQZc0ndZNaO293rmula9bLtBYXs7+ykslwmEKrlTKHnXKnk0qXk2qXkxK7fd1LXh6LmS+1bOKxxgZCieSqhkQFQSDPbOZfHrxrXfftRiKJIhsKPfzLB+7i//uLdxiY8WM3GXmqpWlNgor5zJqt3VVbxV21VcRTKXq9Pk4MjXBmeIxe7wyBeJx4Kk08lRnOv15JzhuJThTJz7pVryflLiePbmzgwtgEnRPeVT9OyrbV2IwGaj15HKyvYn91FVV5zvXb2XnoJJGNxQX8+8fv53DfID84dpb28QlCieSSlQJRENhcUsj/dv8BGguvXXFtOURB4MmWDYyHQvzDsTNMX+Mg73wkQcAoZyqKbouZ5uICDtZVs7uqHIfJuGaLU1EQqHQ7+aVdW/nGzlZG/EFODY1ydGCI9vFJArE4sVSaeFbI4noOJ1mSeGLTBu5tqFmz8/PNbIUSBYFHNzbQNj7JqxcuLvKxkCWJAquZpzZv5Jd3b8NmNNyQliNRFGgqzOdPv/QEf3f0FC+ey7RrKZpKc3EBv7SzlZJlvHhuFr5EFH8yU2Ups7jQi6tvW6xsLOZb//uTaKrGzGSAzpP9nHj3Ap0n+/GO+2k71s2FT7pp2lHN537lHpp31/K9P/xyZpg3+xxLmS0m4ymOvX2B5//nO4QDURq3VvHVf/4IO+7beMe7Yp3on/HxnV3bQcgkwqYjUdxmE1VOF5ORCCeHRzk9ArvKyyh3OeeG/zunpvjJuQs5t9ntneau6spbLvkYSEX5+fAJ3hw/zzZ3Nbo7rtrXxHWn0Os8efzJk49jyA793kzMej3mNWytuB2Z1VX/zbv28GcffsL+6gp+bd/aBhW5MMoyG4sL2FhcwDd3bSWcSNI/7aNzYoqOiUl6vDPMRGKZQCOrAjbrNJ2+yoHkG4HNaKDQbl33fksB2FJazMMb6hmc8RNNLd2PLQAWgx6nyUi5y8GB2ioO1lZRl7+6If/1wKzXc39jHZtLinjpfCevtl1kYMZPJLlYSazc5eC7B3axoTB/Xd9XSRT5+vYtXJzw8s7FniXN0pZitgJk1stY9HoKbBaaiwvYWVnGlpIiXGbTur/foiBQ7nJQ7nLw+c1NRJJJerwzdIxP0j42yaXJ6cuBezoTbCTSyqoX9puKC3igsZbCq2iLXA5N02663KzHauGJTRvonprmwujE3DnFZTKyrbyU7+7fyaaSwhvuBSIIAnkWM7919x52Vpbx/cMnGAuGOFhXzZay4hu6L6vlx32n+H7XYYKpOD+/77s0OgqvOhATRIG8Iif7H29l32NbGB/08vErZzjy+lmGuifoONnHxVP97H9iK5//1Xuo2ViGwazPHFuahpLOfJfmBxiTIzMc/sUZpsf91LdW8tV/9jA772tGEG/dlpvbnR+eOstYMITdaMCaFVT53MZGxkIhzHqZJzduoHfGxwe9/Ty7vRVNA4fRyJc3b+KXd27Luc2/OHIcj8W87MzkchhEHXbZlBGKUZXMHy1NWl2bym4kneDDyc412NJnk+sOLHSiiPUzvpi/1TDJMgdqK3GajNQX5JFvu/HqGFaDnk0lhWwqyfQvq5qGPxpjJBBk2B9k2B9gLBCa03OPXxFoKKqGklV6mh3On/2TS9VpVtEJLg/izh/OvVrMehnXOphW5cJmNLC/ppLjgyMc7htcdLtBJ+Eymyiy2dheUcrB+mpaS4vWfPj5WhHItI19e8829tdU8tMzF/iwp5+xYIhk1ojMrJf58tZNbCsruSEJCIfJyJMtTVwYm2DIt7TrvSyKmPQyJlnGopexGgwU2CzUetxsKMynqaiAUof9uls3rxeLXs/mkiI2l2R8A9KqylggxMCMn4EZH/0zfkb8AaYjsUzQrigL2hLTqpqRhVQVDDodB+uqaSlZvQfBSmiAThSWbOkxyfINGYrcXVnG/ppKBmcCRJJJKlwOnt7SzJe3bspUl27i8WLQ6ThQU0mtJ4+TQyNsWYO5lvVCL10eYjVK8nVXdwRBoLgyny/91oPc/dR23v3pMY68dpaBi2McevEknSf7eOb3HmXXgy248jMVnHQqjaZppBKXky35JS72PLKZdFrh3qd3suNOULHu/F8P3rvifWZVPgVAEgUeb2pYtqL6a3t2ANc+g1FrK+Spsp3oJYnpeJjpZAhvIsR0Ikw4FSemJIkrKYKpGHF19XLrd1gb7kw5fUrJs5g5WF99s3djDlEQcFvMuC3mRQsaVcuYBM5Eo/iiccLxBNF0Ri42lpWLjafTpBQlK2OrzM0mpGcDkPlBiJpRUNLmBSNzTtQ5go25n+edCUscdspdC51d15PGwnz211RyYWyCYDyjcuIwGim0Wakv8LC/poIDNZV4rFdnBHkjkUSRpqJ8fv/e/eyrLueFcx2cGR5jOhJld2UZd9VWXbfy0NWwr7qCCpeT0UDGO8Yky9k/ujn5VY/FTJnTQaXbSVWeiyq3E7fFfMu+x7PoRHGuonGgNjOcr2UluL1Zb5apSARvOIo/FiMQSxCKJwgmEuSZzeyprsCsX9sW1WqPm2/t2przttayknWdMZtFliQe29hA1+Q0KVXh27u3sb2iFMMNeO7VIAgCJQ4bJY4N67L92aRKWlMREeZctWefW5s7D2b+VrMJGgFhgfS4LEpzj9OLa/veFZS6+do/f4RtB5t45W8PcfpQJ1OjPv7sD/6Jkd5JvvjrD2CyGjCY9ZRUFywwuTOaDex5eDNb9jfg9NgQ78xU3BLMN6sVBGHFzpHrPb/aZRPb3FVUW/MX/D6hpJlKBBmN+hiJzfDa6FnO+4dIqiubvN5h7bg1zrZ3+EwjCplM540YYJyteMz+DLP9vNmfsrGFIAhINzATZpR17Kws48TgCF1TXipcTlrLirmrtoqmovybKs13tVgMmfaojUWFvNHZxYc9/TyysYGqdR6EvxKjrOPuuios+kxbU6HNSqHNSpHdRpnTTonTjs1wa5v2XQ1CdhakzOWgbJmgeD3UskRBYENhPhsK81e+8zrTUODhl3a1Uuq0U+qwr8lg+u2CBkzGQxyd6kcWJXRZwzCRTNAwW9nNVHs10lpG0a/S4qbBUYBZl1kQZnyCMue/9ToPNrRW8ut/+GXe/qdPeOu5I/S2j/DWPx1h7yObadxWzbaDTZRUFeDIW9iuZ7YaMVtvXILiDrcPBklHmdlNmdkN1DIUmeFicGxRYCEAJslAVLl287zpRJhIOoFBXH9j39uNO4HFHT5TiFnzJ4Cb29yymIaCPL68dROBWJzdVWUU2W239aKo2GHjl3a2cl9DDRa9HqN84083X966iWe2b75l2sZuBW71asz1IggCe6srbvZu3BQUTeVSYIJ/deKFq3rcV6u3873GA3OBxfxKhySIc+fMa2V63E/IF8HmsuDIs6GTM2ffZCLFlgMNCILAhy+fom5zOU6Pjf6OEXSyRFFFHoIkMNY/lTXug8tuLNnEUDYzNDvnoyoqdrcVm8tyRyXqDjnRizq+UL6T3vAEYzEfYzE/iausahya7MRtsHJPQROFRseqrtWKphJNJzBK+qz55KeTO4HFHe5wi2CSZe5vrL3Zu7GmSKJIhct5055/rXwy4koKXyKKgIBFNpBSFSw6PQZJx1Q8TCydxJeIYdMbMEoyRSYb4h1FkTvcRAyijmKzA6OkI66kmYqHSKkKHqMVu5zJ+E/Fw8wkVjbQvN5Q9NjbFzj+Thvb793IgSe24nBnqhBtR3v48OVT5Bc7efb/8zjFVfl89MppTrzbhtGkR9brkGQJSRIRZlWjZoOcWVNLNRtQqCqqopJOKRx4Yis779+E2XansnG7oWka3kSIc75BEus0H6EXdfyzxoeYSYY56xvk1Ewfl0Lj9Ien8KdWpyTYE57gr7rfYygyzeOlrTTYitFLyy+pA8kovxg9g102UW7Oo9jkxK23rvi4241b6tVomkY0liQcTVDosd/s3bnDHe6wCry+MCc7h0mnV6m+JMCelircdvNtU0XwJWKcmRkhlEzgNJiIpVOUWZwUmmy0+caZiocIpZIYJR3lFif5Rit3ZkrvcDMpMNl4tnYnZWYnw1E/Lw6eYyoe5vGyTWzPKwfgpaHzvDO6/uo3wz0TnHi3jfwSF6kHW+Z+7x3zceq9dqqaSvna7z6K0axnfMDLqfc7ruv5KhqL2Xr35TmWaX9kTkhitRhkCbvVhO5O1eOGoGkaozEfHcFRTs/0c2y6h1Aqvm7PJwgCBUYHDxRv4u7CDVwKjnPM28MZ3wBdoTGmEqEVtxFIRfnZ0DFGYzM8VbaD3Z46TJI+53VN1VRGYz6+3/MeKVWlxlrABnsJ1dZ8SkwuikwO8g127LIJ3W1ezVi3wCIWTwICJqO84HeJRJq0qpJKKcQTKeKJNJFogmA4TiAUY2o6RCyW4utP7SQ/b7G+dzyRom/Iy+Co75r2y+Uws6OlEvHOVf8Od1gTBif8/I+ffEQgHFvV/WVJ5D///hdw29dXAnktiSsp0GAg7GMyHsai0+NPxkipCtOJCP0hH8VmO9F0krR2axg/3eGzjU1nYKenkkZHIZ2BCT6a6CGaTtLsKuae4gYAzvpGbkhlTdbrkCQRnSwtuPbq9TKCKCAbMksRQRBo2l5NKpFGlAREcbZSAQgC0WAMvzeEq8COxW5C06DzZB+dJ/toaK2kobUS2SDTtKMG/by1xy8+amdo0oeqcmUn1WWusG2vK/fw6P4mHNZPj3nhrYiqaQxFpznvG+TETB/Hp3sYjy+t5LfWCAgYRJkWZzkb7MXcE2niqLebo9M9tAeGmUkuX9FTNJWPpi4xGQ8ylQjxUPFmHPJiSfKEmuZScIxgNlhqCwzTFhhGL+ooNDqosngoy1YxCox2PAYbboMVl2zBIhuyc0+3B+sSWPiDUQ6f7CWVUti3vWYuQOgfnubwiV5mAlGSqTSJRIpILEk0lsRk1JNMZkyfnA4T41PBnIFFJJrko+M9vP1RJ26nGaPh8skjnkgx449i0Otw2k0L+isVRWV43E9zfTHbN1Vw/cXdO9zhDpC9HqsasSXccq9EMunJdDTcPsegqmkoaMSVFHpJQhYlwqkEcSVNUlVIqmlGowEceiP62zzbtF6EownOdo1SXuikNN9xp//9FuBGHYGSJCGKiwMLUZcZEtfpJBAy3hd7HtnMzgczLtqiJCKKAqlEmv7OUU682046rdJ61wb2P9aKTi/x4z99k+6zg2zaU8dXfvshHJ7F64ajbQOc6hi6Kmf4u7bWcP/uhrV4+XfIwWxAccY3wPHpHo55e5hOhm/qPsmijlpbIeWWPLbn1fBc/xFeGjm5qsdeCo3zN70fMJMM83T5LvINtgXXuFg6ySlf/6LHJdU0Q9FphqLTQKaFMc9go8jowGO04zFYceut5Bms5Bvs5Bvt5Bts2GTTLTsvty6BhaJodPdPcexMH8lUmofv3ojdZkKWdaTSCgLgdlgwm/S89VEH4UiCX//GXTgdZkwGGYNBJs+1VDZTIxZPIkkiu7dWU1vhmbulb2iaX7zXRr7byr37GnHM668MhOL8t795j0gsecuZsd3hDrczkiRi0K/+VGI0yLfdUHpMSaFqGkVmO0ZRhySIVNvcOPRGDKKEUdKRUBVUTcOs01+z8dOnlWA4zltHL/LSBxfYUFXANx7bQVmB807l+FNINBTj0pkBxvq9GMx6dLLEUPc4iqIw0jvFsbfb5mYfes4PkU6lEXUiAuAd8yNKAnmFTgBURcU75ueTN85x9M3zdJzsQ1NVJEmkcWsVJdX5mG1GjFYDsUiCZCJ3csOol7OLvNVf/XWSiGEZwQlN1TLBUI7FXV/bMEWVHowWw9zt6ZTCzEQAnSzhLrys2hYJRAn5ozg8VkyWz8ZMyFjMz7HpHo56uzk104c3EUa7hVZmelFHrbWAJkfJqgMLgMl4kH/sP0IgGePZ6v2UmFxzMs9RJcE532KfqitJqGlGYz5GY5e7cmRBwqk34zHaKTDYyTfaKDO7qbUWUmsrpMBgv6USdesSWDjtJu7eVUfPwBSvvddGUb6dPVtrqCp188XHtiEKAmaTjEEv09kzzvCYnwM767BaVpZ+FIRMedRuNbK5sZRtLZfVP2xWEx8e66aowMGuLVUUzMtcTHqDyLJ0p1/yDndYYyRRQC+vPkuvl3W33YLSJhsoNTuotrqxyAbi6RT5JiuKqiIJAuF0EkVVsej0GD9lg3jXy0wgwhtHOnn+3XMMTfgZGvehl3U8+/gOClzWW+qCeK109k1g0Oso9tgx6G8f+cn1WMpFQnGOvnWBD186id6oR5JFQjMRkok0Fz7pYqBzdM5/IhKMEo8mEcVM5eLDl07S1z5CfWsl5fVFxCMJPn71DGc/ukhwJkLlhmK2HGikeVctRktGmMFiN2G2GomG4sRjyZz7ZDLIV/2Z6CRpycBiZiLAhU+6qNtcQXFV/qJtv/RX7/L0bzxIWf1lz6awP8LrP/iI0toCmrbXoGkaRouBicFpOk/1sf/xrZ/6wCKQjHJypo8PJzs5PtPLRCyAegsFFGtBOB3nxeETRJUE3627nxKTE0XTGIv5r7nFK6UpTCVCTCVCdDACgE1npNycR4XFQ52tkO3uajY4Stbcd+ZaWJc9kCSRjfXFPH7fJg6f7J076CRJJN9tXeHRGWa9Bq48YIV5Jj7XtG+ieCeXeIc7rCGiuHxm70oMsnTLlnCXothkx6E3oc96AyTUNAZJJqGkqNPnY5ON2SqFhlNvRrrNXt96MToV4NWP2vnFR22MeYNoGkTiSV4/3IHJKPPMw9tw2hb3I99uvHToAuPeIG6nhdJ8B2WFTsoKnJQWOLDfBovF6XiYdv8Yk7HMwOpQxDc3K9TmG8OpN2U8MGDOcFTRVAyijgZHAVZ5cVIwnVLQSCKlRIxmPSaLAUEUUBQVRVFByLQoo2kIAqSSad57/jg954c5+X4HBaVuUsk0AxdHsTktPPKN/ex9dAtVTSU48i4HpGZbxtciHMgEKbkwGnRXfc7R6URkXe6EiSiJtH3SzeTwDPd8YScGsz5Twchy8VQ/U2M+rE4LjjwrqVSaM4c6afuki2QiSWA6jJpWKazMIxZOMNI9jqqoBGbC6GQJo0mPtMRz344k1TQX/EO8O97OsekeBqNeUurVDdPfTiTUNG+MnkPT4LcaH8SuM9EeGEFZw/m7UDpOe3CE9uAItikjh6cu0eQoZVdeLVvdVVh0N8+jad1CG71ex+7WauqrC3A7Lbz9cSfnO0fQNC2jkZ09yLv7JwlHkvy3v30PWSdl3ZJBVVXyXBa+89X9i3pxBSFTWj9/cZRo/PKJpG9omlAkwfhUgONn+3HYLw9dBUIxUinleuW473CHO1yBJApLXoBzcTtWLPSSboEk4OzPs/MU1ba8m7JftyqaptEz7OXn753nvRNdTPsXDkAGI3Fe/uACVpOBL96/GYvp9jYqHBzzcaJjCE3TsFkMuO0W3HYzboeZwjwb5YXOzGxJgZN8l/WqjpcbwZmZYcZjwblspzcRJprOXFv/rPMDZEGac+ueH1yUWZz87sZ7FwQWNpeF+7+0i0176hDFzIzE3AA2woJr8OlDF3njhx8DAvFogtqWCsxWE5PDM3SdG0RVMguxZDzFSN8k3ecHMVsNmK3GueFsi82E2ZYNLCK5Dc+MhsyQ+GoRs+e0pc5TdreFbfduZKxviqGucfrahwn5o3NJS/90iA9+foLzH3fxpd9+iOHucd78x8MUlOehN+gJ+6OYLAbUtEp/+whjA15e+st3ScRTNO2sZecDm3DmmBW5HRmN+nh3oo33Jtq5FBwjquQO/m43ZFFC0dQlDUdTmsLb4+eRRYlv1dzFef/wuu1LKB3nlK+ftsAwJ2Z62eKs5MHiTWx2VtwUhal1rZk47Ka5xX0sliQQzKjGiKKQOdkgkE6rqKpGJJpAkrKBhaqSSqvIsrSo7y7jkSMw7QvzwdFLnL5wuWctFEkw44+QSKSIxVIL2jOSaYVE8o6t+x3usNYIooBOt/oWQ1l3fRWLdFohFk0i6UTM5twL0mQyjW86giCA22PNDIfe4YaQTKU53TnM8++e41TnMMFIbsnImWCUn759BofVyCP7mq5qTudWI3M9y7QWhSIJQpEEA2MzABj1Opw2Ew6rCYfViNtupqQgU9UozXdSkm/HbTfflO/o7FHoTUTwLuFncd43uuTjE2oqo5g2D6NJT93mCuo2r2xS6J8KodNLgIbRrOfLv/Ug0VCMkD/KzESA/o5Rus4N0nN+iNOHOum9MMyR185S21LOjvs20rSjBrPNiMlqZKx/img493fNIOuuSv5ZEpeuVkCmStuyr4HqjWWZIESvIxyMYjTpESSRD18+SeO2KspqC5ENOpz5djZsr6bnwhAFZW5kvUzIH0FTNabH/dz3pd1MDs8QHfSSX+rCaF4b/52biYbG6Zl+nh86zonpXqYT4Vum7Wkt9uKBok1E00lOTPcSWcLBO6GmeWv8PEk1TXtg/QKL+c93MTjGYMRLZ3CEPZ56Hi7eTJU1f92fez5rfiaPRJNMTYdIpNLoJBFJEvG4rdy9u35uHiKTuMiciP/LX73N+FSIZ7+wG5NJD2igZTIisk5aNOSpaZkvbL7bxkN3baS++vIb1j3g5cU3z1Je5OLBu5twOS5XLPzBGD0D3rV+uXe4w2ceURCualGk04lXlT2cj6KotF8Y5siHl9ixu5btu2oW3aena4I3Xj1Lb/cEmqbR3FLO01/ZhcN1+/hm3K74glHeO9HFy4fa6Bnykkgtn8yZmAnx968cw2k3sX9LzW07AyfOZuRzrFjiyTTj0yHGp0Nz97WY9NjMRqxmA1azngNbanjqnhYsSwTK602Lq4Rdnirs2crDOd8ohyd7iSkpfq1hPxadnozBtYaKiqJqpDUFl96M22BZk32Q9TKlNZksvaZpKGmV4D0R/FNBxgenuXC0m+NvX6D9RC+9bSNMjsxgsZtx5dsxW40EfRFi4dwLPIMsXZWgwnJV2OBMmLefO0Jf+zDl9UXc++U9+L0hJoameeCre3HkWTHbTNRvqaRucwWCIODKt1PbUs7AxVF0eh3JRJJIIEZgOkwynqJ2UzlStkJS01yG8SZ9D9aaYCpGV2h8VZ4QN5K1GBTfYC9hh7uGEpOLX4yeIbCEsV4kneDdiTaSV+nsfT3ElBTn/cMMRqa5GBzjqfId7PPU37DqxZoHFsNjPn762im6+6cyB5TdxNef2sn2lko8OeYrTEY9sk6irNi1quFtADSwWgw0VBcsGN6WJAmLSY8nz8rmDaWLh7evIqt6hzusJ6qqoahX12+pk8RbcmEsCgK6q1B50kniNVUsFEWlq3OMn/zwEybG/dQ1FC26z+iIj5/901HGhn3s3l9HIp7mw/c6sFgNPPnFHdnkxR3WmrSi0j3k5efvneXI2X6m/GHUVUp7Dk8G+POffIzTaqKlvuS2m78Bsgmw1akOqao2V9WAzGDx5roS9DehYjO7t3W2fJ6saKHIlDGmNQ6e5dT0IDElxRcqt5CXDR40tLnknqppSIKILcd8xSzRUIzDr52l+/wQsqzLyMdKQnZWEvraR4hHk3MzlbMIgpBRTyqw4y6wU9lYzIZtVex5qIWjb57n8C/O4MyzUVKVjyAKmG1GoqEY0VAMVVHnhsNn0cvSVbVBZ1qhcp/TjBYD2+7diCiJjPRMEA3GcBXY+flfvE3L3npszoWKlumUwvkjl3jzucNMj/kRJZF4JInfG6SoMp/iqnzGB73EwnEEQcBs/3T4ZggINDvKaHFW0B/2ktZWN1MhIMwNI/9i5AzB9Or8ka6GK79v14IkiFRZPfxS9QHsspEfD36CL5k7uIgrKXSCyBZXJc9W70cnZBb4qaxUeUxJEkzFCKaiTCfDTMSCjMX9TMQC1+w+rqHhT0U54u1iMh5gKh7ksZJWTLr1vwau+ZnM7TSzf3sNzfXFnDg/SM/AFJHsQNXYZIDnXzvN8NhlGa32rjFiiTT/7o9fmctWGQwyjxxsZs+26kXb17K9nXe4w+2KpmmcuTTMn/34o1U/xmrS83vfuIeqkluvl///z95/x8d1pumZ8HVS5YhCzplgzkmkslpZanVL6jg93TM9wdO2Z9bzzY7ttXe9367X9s/rb+yZ8eTpns7qoFYr50RJlJhzAgmAyBkoVE4nfH8UCJEiQhWIUCDr6pZEos459Z6DqnPe532e575FUchqpVmWpKwDpFRK48zJbp595iD9feOYr/KvuZqD+y9x6cIAT355J3vuXIVuGMTjKd5+7RR33rMGi2V2dZiJUIyz7QMkkpk3Fq5rKqPQY1+RE+KFwjAM+oYn+ORUJ0Pj2a9OXu4b47//5H3+43ceoaLYnZMB9KwIzNsUoqjAQUNV4bL2XZgkGadiwW1KT2otkjK1wn/1z7MlEVc5e6idfc8fSRvxXZFnTf+fVFIlGU9OBqEGmqrxd//Hs8QiCSxWE4pZRlZkJDndq2EYkIinKK0uZGI0xCs//BAtpdF5vh9dMwiOR4jHktgc1zbMm5TslLrSpVDTT49MZoXa1RX4h4MM941jAI0bqtl852pkk3xdaClKAiXVPsrriikq91JYVoCnyMnJDy/w0DfvYKBzhPOH2/EWuXB67TeVv4vP7OTO4hbOB3q5EByYc/sGRzFPVe9kS0EdBgZvD56BG1jonykzsXAzSIESq5una3YhixI/vrx/xsyFZugMx4NE1SQPlm8ABHTDwEBHM3RSuo5qpAONhJYuMQymYvRGx7kQ7OfMRA8d4ZGsA42krnIxNMiPLn9IXEvyRNX2RW/sXoTAws6uLWkptUAoTu+Af6oBKpFUOXNxgEg0QX11IWaTzPZNtRhGWjEKA/wTEU5d6GL7xtppj5/uwTAmm7f7rmveDkcSDI4EOXSyE8/VzdvBdPN2njy5QDAc50zb3DfaK5QVukjm6OdXEISsHoayJGQtohCPJRkcCNDYXMrmrbV8tO/CddvEYkkuXhiguMTFqjXlOJwWBEHg9rta+ODdc1xsHaCw2Dlr2dbgaJDvv3SIwdFgxmP7D7//IIVuG7eyMoQsiaxvLOP+nav4+VvHs/6sGkBr5zD/7Ufv8n/9wcMrQknpanQ9rW40H0q8TupycMFgIRAlAYfbRnFlASazki73mTS9EwQY6h1ntH8CXdWnSq1O7b/IQNfoNa7bnwYj6e+YrqWbZs8ebAcgMSkzOzEWIhaO33Bgke1iidlq4rHfvhur3YwoCuiqPrXQIAgCrgIHFquJstoiYuE4EyNB7C4rTZN9KEffOUs4GOPuJ3euvKB6FkRBYEtBHdt89XRFRolp00+KS60enqrazp0layi1uLHJZoYWwH07HVhc/71ciIzF1XhNdp6s3kFCS/FM1ydE1OtL8gxgMD7BL7oPUOMoZK27cvIzIqIAlmkeS7qhs9ZTye3FLUTUBCOJIEfHL7N/uJULwf4p5ba50Ayd3qifn3cdQBJEnqjahkVavMzFggcW0mRfBaRrqUXx0/INWRLTNc/NZTz9yFY8V/VAYKTvy6cv9HL6Yj+SNP2XS9MNVFWjf3CCn790FOWqBu1USiMaSzI8FuJix9A1ig66blwThOTJs5KwW805u5KVDiyyWA2UxKwN5Kw2M7fdsQpBgJNHO6d9+Ab8UYKBGJXVhbjcn0qYVtcVIisSfT3jaJo+a2BhGOn7xLA/MwdYSbxS1nHzTAbmgyAIFHocPH7XegLhGC9/eC7rzLJuGBw938NfPLOPf/1b96FIK6fhXtfntwoqCOmMReWkIdxSs9ifWofbxlPfuY9Hv3XHtcHB5Bs/+1dv8dbPPkFNaZMXUMBT5ELXdGRFRpSvVpVKBxlGOgLB0NMBnT45J1CTKgJpl+7Pki4jzXzcojB3YJGIJUnGklMys26fgxMfXuCDF44w0j+OpzhdViYIArpm0Hmuj3OH2jFZFGKRBP7hIG///BO23LUGi82EmlSpaCjOfJArBJtk4o7i1Zz0d3N6ouea1yySwiMVm3myajsV1gLssnnB76XTfS8Xo4ncrdj4et1e/MkoL/Udm7anQjN0WoMD/OjyR/ybNY/hMc3enyQKIlbJhFUy4TM7qLB5aXaW8XjFFi6Fhnhz4BTvDZ0jloHSloFBf2yCn3cdwCFbeKh8I9Ii9VwsaVHnFeUMs0nB47JS4L72ouq6gcNuQYAZnXlTKY1YIkVTXTFPP7KVhppPnbdbO4b42YtHqKn08fh9Gyi4qtbRH4jyv/+3FxfjtPLkWXRsltx1qxaFdL1pxtuL2feKSJKAy2WZdRIfjSRIJFJ4PNZrSqXsdjOyJBIIRK/Rmp/+fURs5sxXcqxmU872viw1oihQUezmyfs2EYjE2Xe0PetjJFMa7x6+RKHHwe8/uWdRk0CGYRCPJTl7+DJ1q0rpvDhIUZmHsppC1JTGQNcoE2NhmjZUIcsSiklGnsEIUk83HmSN02amstiNZQUrYs2GJIm4fU7cMyRkRFHAgCnHbEkW+Td/89vpDNBVGYppIyDjyn+MqYVJk0XB5ri+zCNbUQBBnD0Le/qTS7z50/30Xx4mEopx++NbWburkaJKL6u31nHPkztxFzpJJVQ0TcfhtvE7/9fTqEkVXdU5d7idMwfbaNxYw3vPHmSwewyL3cwr39/HI9+88xpn7pWOIAisd1exyVtDe2hoSm52a0Ed36y/g7XuSlyTPkALfR+daXHDMAwMQ4csnluZ4FKs/EHTffTH/Bwaa0Ob5v2TusrRsQ5+1X2Y32q4M6sS2nRPkwWnYsFndrLBW8VXanbzw8sf8M7guTmb0g0MeqPj/KL7IAVmB7cVNWd9jpmwpHezK/feaCzB0GiI+GfkXw3dYHwimr40M1yfWCxJIBCjsMBBS0MJleXeqdeC4Thmk4zLbqG63EvRVc3bjrHQdQ1defKsFCwmGSlHvR8EQcjKl0ISs1s9vPIec6FpOoZuYDLJiFdlUK40gmaygC5LIpYZ+jemw2ZRVqyS0WIgiSJNVUV86XObCYTinLjYl/UxIrEkz79/itJCJ0/ctWERRpkmlVT56JWTRMNxvD4HQz3j2BwWOs71EY+luHiqm84L/Zw72sm67XXUrS7HPYPBq67r81KacTutVBR7FiUwHU1EeK7rJMUWB8PxEN0RP4FkjHf7W+mLTABwfKw346baxeC2hzdR3VyG02vHNOmO7SlaeP8GWc4u+BcFYcb77djgBPueO8SWu9fwnf/8Vc4f7eDNn37M3/zbn2EY6fIvURLRUhoIAv/bP/4uLVvrKa8tIhyI8uZP9/PhS0dZf9sqnv2fb1BSXci//G9fJx5J8OJ33+PXf/cOT/zevfhKb57gQhElbi9u4dh4J30xP1+rvY2HyzdRZHYiCYu3MKMZ+oxlT6qhL8oE2GOy8W/Xfp5/cfif6I6OTbuNPxnh7cHTrHGXs3uek3tFlHCLNpxuC/9+3Rd4oGwj/7/zrzIYn5h1Px2D88E+nu85QpHFRZPzehGUG2XJAgvDSGckDMPgrQ/P8/6BS9NOLjTNQJZF1GkUcwzDIBCOMzQaZH1LBUU+xzXR3tSHc7Im85rXWPy072fHCqDp+owTGjHL2vSVTnqVIL2KYBgG0ViSofEQQ+Nh/MEo8USSREpDkSXsFhMep5WqUg8lPhfK5INBnGXF+mbGbFIQczRjIUBWY7tSPrTQpOUaRRKTq4RX0HWdVEpLq+7M8b6SKGI2ZZ4etphzN5O0XEiSyOaWSr7y4BbCsQRtPdnLfPuDMb73wkFKClzsWl+zKJ8XxSSz7e7VvP3LQ/R3j3G5dQCz1UTTukpikQSxUJzNe1ehmGQmxsKzZiQ0fX4ZC4/DSmWxZ97nMBvD8RA/aT+EgIBB2inbAF7pPcNrveeA9MQrk7IQg8V5fq7d0cDq7fXpe8giPgtlScpq/LM9mwuK3Xzr338BxSRjsijcVrKJHZ9bTyqhEo8mSMZTqGq6tEsQBMrri6bKwOxuKw9/8w4e+I29CEA0HMdd6ERRZAwMfv///lJ6O+fNoQx1BUEQ2Oip5ht1eym3emlylqKI2Yt4TDHb6vNVXPnMT//a4ogACYJAudXDv1//BH905EfTlikZQHt4mF/1HKbZVYbPPP9gWhREHLKFO4pbaHAW8z/Ov86HI62zLnTohsEHwxeosvsorHPiURZWin3RAgtdTzdZp1Iq0ViSlKqhahqyJLJnewN37WzG8RmtZgODjp4xfv7S0WsmBlcfc3AkSCAcp7LMk9XK4nIwEY7xf/7ta/QOXd+EpMgi9+xo5ve+eNsyjGzpMAwDTTdIqRrjgQgnL/Zz5Hw35zqG6BueIKXqXHOD+MwTTBAE7FYza+pK2LW+lm1rq6gq8U56nNw6QYZZmdkFdtmZT8ZiEYbhclux2kyMjoSIRZM4Jx/O46MR1JRGcbFrznGKkoBZyfy2aDHLWfWX3CpIosgdWxoIRuJ8/8VD9I9k34g5PBbiz5/Zh8f1IKtqihdcdUtNaZw9fJnhAT8771tLb8cwFpsJh9dGYCLC3kc2oaZUDN1AVuQZZ9aGYaBp2ryqtt1OK2VFrhs6j6u5UkbsmFR9meuSXZlbWUSZq7+VV09KjCsbLsK9VpREliIslyUxu/ELzPh5E0QB+6QwjCAISLKEJEuYLAp29+wBgSAIWK6S1bdddRwBYWr/m/G5Jgki95Wum/r7jZzjFbnjudAMY9oJtkE66FgsBEFgi7eObzfexd9cfHva99IMnRP+Ll7oPcY362/Pqpx4uveTEKm2FfLv13+Bv730Ni/1HiM1SzYyZWi81HuMOnsRD5RvRBEWrt9iUQILVdPp6R+no3uU/qEA//SLTxgdD7O+pYIH7lxDaZGLNU3l2KzXSz8215dQVuymrqqQRFJFEtPmW4YBgyNBTp7rpdjnoLGu+Lp9jcnsgHHVh0nTdFKqRjiaRDeMJSuHSqRUvvf8AQ6c7pr2dUWW8AenlyW7GTCMdDARCMc5ebGfNz45z7HzPYRjGTTQXx1nGAahSJyDZ7o4eKYLu9XElpYqHtm7hk2rKnDa0k3NN+ON+GrSbtXLPYrpEWZ5CE+7/RXJ/wXG53NQWu7m4vkBRoaCFBa5EIDTJ7tIJjXqG4vnzBBKgniNIMRcWJTcyyRd+e5l6iNxBVEU04IbC/RdkkSRB3evxh+M8rM3juEPZqdHbwDdA+P8+U/28e9/934qihZWhlaSJVZtrCIaitF3eYSyah+xSIKh7jGCY+G0v4JuICsS48MBJEWcthQqpWrpjEW27y8KeJ1WvC7b3BtnekxBZLuvljce+BeYRRlFlJAEAXGy3OSKXPuViZmqayR0FUWUsF2lEnN1AiZbv52cJNvSyznq/ad7LZPP5mzb6IZBSktPBBVJmvf3MD3/gZSmpedPS2SKNhcL+d2dXuvpejRDm7FiRF/EwOIKX63ZzaHRdg6NTd9v5k9G2Dd8nk3eajZ7a2/oGl3Z12d28AdN92GVFH7ZfZCkPnNwMZYM80r/CWodRayZUqm6cRY8sEipGhfaBvnx84fo6Bpl5+ZaYvEUz756jJfePkVjXTGrG0qJJ1R8Hjt2u3lKv1vXDRJJFY/LSnvXCCfO9bCmsYxVDSVouk579yjHznSzeV0VzXUl1723NllqlS65Sv+sb9DPR0c6ONPaTzyeWtDVoZnQdZ39Jy7zq3dOLvp75SLp7ESUQ2e7eP6901zoHEKdJgM1HyKxJB8eb+fw2S62rqnmyXs3sqGpDLvFnLsr+gtAtjXCS4lAdhmLtCbUwp+LIAps2lrH6RM97P+gFbszLQTx6kvHqawpoKKqYM7AQhSFrNSITCY55wKLSCzJwTNd9Az65974KuoqfGxpqcS5gFKvZpPME3dtYDwQ5eUPzxLJZGHhKjTd4FzHIH/37H7+1W/cTcECTsJFUcBT6KSyvphUUmXXfesIB2OMDQVYX19MKBCl9UQ3BUVOdt677jrjsyskU9kHcZBWeiv1uRY0EyMIAiZJwidNrzbz2RJhsyRj5/pmZ+2qnpHl7MFYKEQhuztOWuJ20YYzLeOxGB93dyNLIrdVVeOxzP97OB6L8UFnJ1VuF9srKhdwlLmBwfSZiM+SLoWafrvZJtwLgSAImESFP179EP/88PcZS0yvNHgxOMDr/adocpbhVBbm3ltgdvDV2j0EkjHeGDg1a+biyHgHHw63UmErwDuHSlWmLHhgMTAc5MW3TtHZPcpvfGE7D961DlEUON82yNsfnudMaz9nLw6QSmlok1rUhmGkV1OuvjkLUFXmZfvGGgAmAlHOtPZhs5rYtKYSl+P6X4AsixQWOHA5LFMTHYtZ4b2PWxkdD1Nb6eO+vS2LOgE1DIOOvjH+4mcfzGsVayWjT/ZNnG4b4Nm3T3DobNeieS/Ekyr7T3RwvmOQR+9YyyN711Je5MaUxWrzSmI+pnJLxZTOfKbbi8INZSwURcLuMKNMo6SzfVc93Z0jvP36ac6d6SMSjqNpOn/wR/fjmOaeMd3YZnLcnWksuRbPRmJJ3jpwgfeOtGW13+fvWs+q2pIFDSwAPE4rX7p/M/5QjH1H20gks3O8SqRUDpzp4pnXj/Ktx3Zgty6cuZNiklmzrW7q706PbSqAcHntVNQWzXmMZEqdly6+3Wqi2LfwjcoLQVJXpxbnktoNOJTlCPO5dy71/dYfi/F62yWsisy64pKMAoukphJJXusNYQBt42P8xcFP2FZeQUNBwdRCzpVPqVWWsSq5XUqOMbPfhDHLa1eT0rUZtjNILXJgAemAtsZWxDfrbucvL7457XsmdZXj/k4OjF7i3tK1aSPJBaDU4uY3629nLBnm4GjbjL1UumHw+sBJ1nkq2V3YtCAZrgUPLIoK7OzZ3sDmdVXctrUB8+TDf0NLBRtaKghF4nT3jjM4EmQiFCMeT5JS9etWfERRoLzETWVpWvXJabewd1sj9VWFbF5XNe17tzSU8v/53XuRZWkq8CjyuXj60a047WbWrSrHYVt4neSrGRoL8Wc/fp+hsezdZ1cyqqYzPB7izQMXeO7dU0t2/uPBKD959SjtPaN85YEtrG8qx2LKzgxpJZDr5V7ZasTfyJlU1RRy/8Mbqau/XvNdUWSe+uouGhpLOXbkMoIAd967hobGkhmlQj87NimbjMWk2VcuIYoCZlP2kwa33YJpkdyfK4s9fPWBLQTCMY6d75nsrcqcYDjOWwdaKSt08/Ce1TnVX5ecR9kZpAOLEu/0KlPLjctkodFVSDiVSC/6sbTiJwuNKNzYYsZSIE5mk0Qh876Ti2NjvNzaikmWrzm9cDKJXVE4NTTIPxw9imnynqbpOjqwp6qaPdXVC30KC87MztmZ9ViohjbjMZYisIC0etND5Zv4ePQSB0anX+zpDI/w4XArG73VFFsWRg1MEARq7IV8rXYPvdFxemZQqALojY7z7uA56h0llFtvXKVuwQMLq8XEXbtmls9y2i2sXVXO2lXlWR3XbJbZsLqCDasrZtzGYlaue+AIAtx/++qs3mu+TIRifPeFA5y61L/gzo65TErVuNw3xrPvnOSNT84Tn8agaDHRdJ39Jy8zHozytYe2ctuGOuxWU05PxLNFErN3q14qPlteMff2N/Z+5ZVeyiu9M74uyxLbdzewfXdD1scWMjDG+ux7LXRT8Y0iCsK8Jt52mxk5i2xNtqypL+VL920mGI5zsWs464zuwGiQX797kuICBzvX1UyV0C43yZSWtRkgTGYsCnIzY/FI5TruKW1Gx8Brss9rTq5pOrqmI4pp+dXlvB/n0rMgpWmMx2KkPtO7MhKJkFDTz87hSOS6G6VJkvBaLNeUal72+/nhyRM80bIasyyj6TrDkTCiKLKjMr0AG0km6YlFSWgahTYbiigt2aT6RjCYxYciw1IoVZ9Z9UydxsBuMRAEAZdi5TfrbudCoJ+J1PW9tToGx/2dfDxyiUcrNi9YX4wsSqzzVPJk1Q7+sf09wmp8xm33DZ9jd1EjRWYnJunGQoOb05VnGQhHE7zw/mnePniRlJr7X9qFIqVqXOwe5mdvHOOdgxeXtfzr/OUh/uG5T0gmVe7a1nRTBRfiIikpLQfp30luno0okJUEdC4qk4miMC/DNfsSeHLctrGOkYkwP3rlCP0jExl5i1xNe+8oP3/jGAUuGy21JTmRLYonUvO679ktZgo9C1PTvNDYZBM2OXOjyOkY7ffTeb4PVdUxW5S0HLS0OE71gihgMit4i1x4ipzTlknmCqPRKD89dYrRWBTHVZnFYDzB5Qk/sijy7Lkz2E2fXv9QIkmFy8WX162j2P5plksUBGRR5E/27KXAamUiHufvjxzGYTbzne07AJiIx3n+/Hm6AxP8/rbtlDhyM0t2PcaMyk2GkZl7tjpL8/ZsfQeZkF48zux7L4sSLa5yHirfyM+7Dkw79v6Yn4Nj7WwtqKPKPoOj5DxwKVb2FjdzNtDD24NnZwzIAqkYbw2cYZWrnGqb74a+o7n77VtBxOIp3jl0kZ+/eZxoPLvmxJVMMqVy/vIQz7x+lPePtmU9SVgMugf9/PCVw4iiyJ1bG7Fbb+zhmCtI4jJ0E2ZBVj0W5Hj2JYvJaq4FFTD/wMJsWnxPDlEUeGjPGkb9EX71zgn8oeyUojTd4NSlfp59+wTffmIXFYvkAZEN0UQqa+UkSRJxOSzXSa7fTLSd6uYH/+Ulei4NIooiiklGUkRkWZrydVgoZEXCVeBgzfZ6HvjabdSvrUTKkYzWZwklE+zv6cIw4P7GT7OqgiBglmRkScRjseI0f/rs+qi7m55ggEebV8FVsegVpa+JeIxzI8OEE0mO9PdhN5n4pLRs6v1ODQ3SEwxwuL8Pr8VKpctFjcezVKc8b9QZlZuMOatCDCPdR7FYpVCZhxVpnIqFRyo289HIxRnLkk75uzkyfplSqwdlAdW8Km0+7i1dx5lALwOxiRm3OzZ+mf7oOJW2ArJzfrmWfGBxgyRTKh+d6OAHLx9iPBBZ7uEsGSlVo7VzmB+8fIj9Jy4v93CuoWvAz49eOYzNorBrQy2WedSb5xo32pewmGSbf8jBufinCCBl6dCba6cjCNl5cVzBtEReKRaTzFP3bmR0IsybBy4Qjafm3ukq4kmVT051Ulbk5un7NuFZZjOxWDw5re/SbFhMMoUee04GpouCAKqqoaoaCa78vg20yV4bSZ5Og/rT10VRQJgh6NV1HUM3GBsM0Hm+H5vLSmG5F+8SKEDOB4F0WVO9t4A/2L5z6uedE36GwxEsssw3Nm6izPlpmdy5kRFCieT1V2hycj0QCvPTU2kVyv5QCJMk8atzZwFIahpt42MEEwlevXgRSRS4v6Ex5wMLg5mljmcrk7qCamgzSsoaQEKb/b6TDhxmfg+D7EwxRUGkwlbAI+Wb+If296bNxgzGJzgy1sHWglqq7YWZH3wOFFFivaeKO4pa+FXPoWkDNqdsYaO3BodiSX+ubuDWlA8sboCUqnHwbDc/ePkQAyPBeRkkrUQ0Xad3aIKfvXlsQYOKK34IC1FO1dE3xjOvH8PtsLKusSxn6rHny0Kv8C0o2apC5fBkSkDIzutmOXQp50AUhKy8OK6gLGG/iNdt46sPbmV0IszBM91Zl4+OB6O8faCVMp+Le3c2Y13GZu5YIpV187bFrORsGdRC4y12sWZbPQWl1zalRgIxDr51mkgwxp1PbJsynbtCLJzgw5eOgQAtW+qobi6d9vjJeIretiEun+sjGo7Tfqob/1AwZwML5vDImAlxmhWc9LNSoMHr5Xe2biOSTDIRP4zLbOK3Nm8GIJhI8lLrBTonJvjyunW4zRaKc7wc6koPxUxSx7phzFkKldJn731KGHMFFrM3iGebsQBwyBb2FK/ircHTtIeHp93mhL+Tk/5uyq3eBfUgKba42VHYwIGxNroio9e85jM5uKd0LU9X76LWUXhDZn2QDyzmTUrVOHS2mx+8dIjLfWPzat5biRiGwdhElOfePZm1nOVncdjMVBS5KSl04nFYsZoVJEkkkVSJxJKMTkQYGA0wOBqcV7Bx4mIfv3jrOD6PncpiT07UY8+XdFyRq+PPfmQ5eyY5HL9liigImOcRWMiSmJYCXiJqywv4jYe3MxaI0to1nPXkvGtwnJc+PENxgYMtq6sWvT9kJmLx1DwzFrk9uVsoymqKeOL372HdzsZrft7XPszFE51EgjG+9scPU15XdM2Ee7h3nGP7zgEC9zy1g/u/snva46spjeMfXOAn/+0VWo93MtQ7TjhLM8aVSlLXEEUBn81GqdPJSCSCWZYYiUY52t8PQExVGQyHcJpNNPsKr8mE5CxG2oNiZolUHXWO8sOkrs0afCS02RczrphJzvZ6tqGFKAhUWL18rmw9ly+9O+34BuMBjvk72VpQR7ltZpGSbBEFgRZXBTt8DfRGx6cyJsVmF49UbOKLVTsoWwBFKMgHFvNCVTWOnOvmhy8f5sLlwQUzf8t1DMMgGk/xykdnefnDc1k/TK/gdlhZU1/ChqZymmuKqSkroNBjn6oL1/S02/bAaJDL/WOcbR/k1KV+OnpHsw4wPjzeTm25j689tAWHdXGlhheTpZzwzYscH142rNTPyBUEUUCZRymUJIpLHrxuWlXJVx7Ywl//4iOGxrOTqDYMONs+yAv7zlDgttFQWbgsv7toPJn1fcliUvC5F87s71ZGViQq6ovxlXngOEyMhIhHE8s9rFlRdZ2LY2N8//ixqZ+Nx2J0+MdRRIlfnj2Dy/xp/81lvx+f7frPSyyVwirLU5lGsyyzvbyC9vFxTg0NTW1XYLWxpqgIi7xypnypWSb+mqHPadyY0tVZA4OkPncpVFqcd3rSYU/2C55OxcK2gnpetZ2ge4ZeixPjnVwo6qfU6l4wXwuAYouTLQV1fDJyid7YOB7FxkMVm3iqeiclVveC3f9XzqcsR0hNBhU/euUIZ9sHstZjX8loms6Rc908+/aJeTWpi6JAS20Jd21tZPeGWuoqfNOWKMmSgNdlw+uysbquhL2b6jnR2sd7Ry7xyalOJrJo+EypOi/uO01zTRF7N9Wv2JKo3M1WzIMcPpW0Ys1yj+LGEAUBU5YTCHFSznipz10Q4J7tTQyMBvnBy4eIZdlvkVI1Dp7upLzIxZc+t5miZfCFiMyzx6IgH1gsGJL8qZ9MNBwnHk2g6zriIosRzAcDA1XTCSeTXBz/dGIZTiQJJZJIosDlCf81BnahZBKPxXKdQEogHsdtsZDSdZ49d5axaJRQMkGB9fq+o/FYjGMD/eyuqsaW4+Z4BmnjuJnQDAN1juZrQRCodxRPO/mXBBGHPLsB4VwZC90wmE/VtiiIVNl83F7cwk8690+7TV/Mz0l/Fxu81RSaFy7DJAoiLa5y1nmqGE2GuKNkNY9XblnQoALygUVWJJOfOsCeaR+4pWRlDcNg2B/mp68dZXQi+yZ1i0lm98ZaHr19HZtXVWKzmDKaxAiCgNthZe/meuorfZQXunnt4/P0jwQyfu/RiQg/e+MYq2qKKSt0rcgV6dwVaM1+XAK5XW+0Aj8e1yAIZOUeDpNN6Mt04iZF5gt3b6BvJMArH5zNuqw0FE3w9sGLVBR7+NyuVdgtS6sEF44kUOcoq/gsZpNMgXt+PRaqrmJgIAvylCrQSGIcl+LAImWmMhXXEownA5hFBbfiWtBa7uXgShOzxWamtMaHzWnF0CFjp7klxGEys7emBo/FwoONTVM/7wsF+e6xo5glmd/cuJli+6efj0qnG1XXrwsIhiIRSuwODMNgNBqlLxTk+MAAoiCwt7oaEEhpGhfHxugPBSm027ltqU70hjBIzRpY6HPKxTplC09W7yAyjXeDQNo8bvYRzB5YaMb8MhYAHpONrQV1vNZ/kvFkeNpjHx7vYG/xKnxmx4JO+kutbtZ6KkjqKo9WbE5Lyy7wAzkfWGRILJFi/4kOfv7mcc5fHrqlggpIO2u/uO8Mp9v6s97Xala4b0czT923iYaqwnllDSRRpLLYwxfv3YjVovDcOyfpHw1mvP/pS/28+ckFvvbQVkzzKBNZdoQbU2lYVARW/mz8Glb6uQhZeXHA8pd/eZxWvvHwNnoG/Jy42Jf1/v0jAV764AzlRW62tFQuab9FKJrIqhxWFATsVtOsUtgTySCBVOiaGuxCsxe7ZOWtoY9RRJnbC7dhlkxohsargx+gCBJPVz2ESZx7NXosGeDd4U8oNvvYU7gFh7iysyeSJLJ6ez1NG6upXV1Bw9rKnO2p81mtfGXdekySRNFVwUNK17DKChZZptThuKYX4sk1a1B1He9VmQgDuDQ2RrPPh0mS+NLadURSSd5sa+Pli61sLC1lS1kFF0ZH6ApMsKOiknvq6q/JhOQqBpA0Zg4s0j0Ws8/BzJLCGvfMhsqZjGG2wEE35pa8nQlZlKixF7LJW8O7Q2en3aYzPMK5QB+r3RVzZleywSTKbPc1sMZdSbOzdEFLra6wAmdYS084mmDfsTZ++dYJLnWP3DI9FVcwDINTbf28uO/MPGqJZe7d0cxXHtxCXbkv6wnP1QiCgM9t56E9a4gnVJ5950TGZVGabvDr906xd3MDDZU3Zv6yHBy/0EdK1THnoPFTLJ7i9KXMA86zHYP89PVj2Cy594BLJFXOdQzNvWEOIwgsWyPzjVBd6uW3n9jFf/zHNxgev34Vby4uXB7ihfdPU+ixU1fuW7JYN9vAQlEkvC7brJ4hpwMXOTx+erLvRSSYCvH5intZ7WwgpEY4OHaSOnsldfZKknqKj0ePs97dlPHKY1JP0hXpQ9M1tBs0CssFnF4Hdzy+FZvDgtWR2710ZlmmwpWdYtV0pnZD4TBdE36eXLMGURAostvxGTYebm6mJxjguXPnmIjFOTU0hNNk5msbNlCV5fsuF4ZhEJ9FDjaTHosbRTdmNuiDSTnbG9ACLbG42e6r58PhC9NmXxK6ytHxTnYXNtHsKpv3+0xHrb0IARYtU5l7s5QcYzwQ4a2DrTz/3mm6BsaX1Vl6uVA1nWdeO8pYlj4doiiwa0MtT967kdobDCquIAjgc9t4cM9qhv0hXtt/PuPs0eBYiJf2neFffvUOZCl3HzzTcaZ9gIvdIzm5lm4YBslU5jf5i13DdPWP5eTD3yDtTbOSEYTsMxa5wuaWSn7zke38+TMfZJ0VVjWdA6c7qS7x8OR9m5ZEzlXXDSKxRFYGeSZZosA1e4ZgLOEnkAqxvWADVsnM831vE1FjgMDthVv5ZPQ47eEeqm3ldEX7SepJHijdiyJm9kiXBAlRkG4aiXSLzYTFtrLNUA3jU2+GTEps3rvcQVLX2VJWPvUzURAotNnZU13Dn338MX9z+DB2k8LXN2ykzuPNyXvudBhAXJujFCpLU8psSb/HzPcgVZ/ZJyMTLJJCo7OEGnshbeHpF7POTPTQER6mzlG8oIZ5C3ms6cgHFrNwJb3+2v7zDI4Fc8JZejk4fqGXo+d7st5vXUMZT9y1nsaqogVdQRUEgfIiFw/sbqFrwM/JLEon3jhwgSfuXkdt+crKWiRTWlaT91wmpWq3XCnhUrJSMxaCIKBIIvftXEV77xi/fu9U1scIRxO8sv8c1WUF3LWtcdH9LeLJFImkltWzwaTIeOcILERRwm1y0uKqwy7ZeGvoY2RBJpgKE9eS3FW8E5tkoSvSx/vDhyg0FwACPdFBqmzT+z1cjTCZ20joyWtq2VO6ygcjh1ntaqDUUrgoZRJ5pkcz9Ml/5m4KjiaTPH/+PBtLSnFZzJwaGmQsGqM7GODS6CjdgQDFdjtFdhvDkQivXGzlQE8PpU4nRTYbXquVLWXlNBYU5Ohz0CCuzSwQoxkG6iylUgvBXIFFStdvyGZAEATKrF42FdTMGFgEUlFO+LvY5K2h1OqZ93stNfnAYhp0w6Cjd4xfvHWcD4614w9Gl3tIy4auG/zyrRNZq7UUex18btcqNjZXYJqHpv5cSKLImvpS7tjSQPfAOP4MS6L8wSivfXyeP3hq74KPKU+eXECAJTO6W2iuiDU8/blNdPSNZbVocIWhsRC/fOs4lSVu1tSXzlpydKOEIomsg2TTZCnUbEz32xMQOBm4wIcjR5BFCVlI31eH4mMYGPyk60XcipM/XvVbAPiTQY76zxBWo9cYXhWYPDhkKwIwkhgnmApTaPaiGwYfjBzmxf53GU6M8Vj53TjkW8PELxcQEPBarDjNZqQ5vr+KJPF4SwsVLhcWWeaZ06cZj0UpstkptNvZVVVFrceL22ImEI/THQjSNj5GXzBIx/g4RXY7TQW+JTqz7DGMTDIWi7s4pRn6rMpUqqGh3eBqc6HZwRp3JVbpBLEZAqnDYx08ULYhH1isZJIpjZMX+/jp60c5ebGPSCx7WdWbiRMX+zh5qS+rlLksiezaUMsdWxqwLaJCi81iYuf6Go5d6GX/iY6M93vrQCtff2g7bsfCNUTlyZM75J4beDaIokB1qZdvPbaD//S9txjxZ99v0do1zHPvnKTQ46CscPHqyoORWNaBhaJIeJ3Xy4F+lsvhXr7b8SySINIbHQAglIoQUiN8qepB3Mqn55XSVd4e2k9PdHDqZ1E1xtnAJfzJIIoooxs648kgdY4KdhRsAKAz0stAfIRqWxkfj53gtcF9VFpL2OxZg0XMTGEqz8JQ7nTyO1u3IgkiPtvsnw9Fknh8VQuyKGKSZX5z0yY0XcduMuE0mXFbLJikdOBpuAxWFRaxu6qKUCJBJJVEESVKHY4czVakFw43eqv412sem/Z1i2Ritat82tcWisUuhYJ0j0O1zUedo4hzgekXUXqj41wKDbLKVYZNXhnfyXxgcRXhaIL3j7bxzOtH6RrwZ/XAMCkSLbXFXOgcvmlKVgB+9c5JwlmaDTVUFnLHlgaKl0BTvqa0gG1rqjjfMch4hpmlEX+ED46389jtaxd5dHnyLA85KoiTMbIksrG5nK8/tJW//NkHWfe2qZrO+0fbaawu4vE71+O0Lc4DORCOk8w2YyFLeObIWAAUmNysdzdjlsz4k2kFPFEQMIsKdfYqCs2fuvImtCRH/Wfoi31aUlFo9vJ01UNohoaAQH98mFf792ESFNxKWnEokApzaOwU7eFuTgVaWe1s4N6S26i0lq54CdqVhlVRqPVk7rTsvMpAb01R8YzbCYKASZIosFqn9bfIRUQEauxFlFunvx4CwqJ/PufKWCR0ddbm7kwQECi1umlxlc8YWKiGxtHxy+wubFoxgUW+gJJJj4bxEP/04kH+5pcf0d47mlVQYTEp/P6Te7hzSyOmFWrANh2d/eOcvNiX1UPdpEhsbqlk86rKJTEnMikSO9fVsLquJON9VE3jrQMXFnFUefIsH2mju5UdWQiCgM1i4s6tjdy7c9W8jhGNJ/nZG8c41zG4aD09gXCcVJYLSSY5s4yFS3Gw1t3ERk8LDiUdiFy5E8/U3Hv1T82SiXJrMVW2MiptpciCRMpQKbeWYJfS719pLaUz2suHI0fY7l3Po+V3U2UrywcVeZYVQRBQRAmbbJ72H6tsWvQG5Lm8MpILEFgAFJpdNDlLZz2fY+OXGYxP3FBPx1Jyy2csVFXjXMcgf//cJ5ztGCCaZS+B027h9764m/t3tfDRiY4V/0C/mvePthGKXG8uMxsNlYXsWl8zq0b7QlNTVsDmlkrOdQxm1GthGNDaOUz3oJ/q0sxXiPLkWSncDHchQRAoKXDy9H2buNg1TGf/eNbHGBkP84+//oT/8HsPUlHsXvD7czAcJ6lm10SqKFJGZZjpyZWMIshTMrKarjGanOC7l5/FLH56j9UNna5IP5Iw/eQkpiXoivQjIFDnqJxqyl7jamA8GWAiFWSDZxVF5oJ8w3aePFwphZr5u71QgYUsiFTYCqiy+egID1/3ul0yc0fxakotnhVzX7+lA4tYIsWr+8/x/RcPMjYRzUoyEKDQY+c7X9rLnVsasVtNK+aXngm6bvDR8fasyrokUaC5poj1jeVLGmDJksiG5go+PN6ecRN3LJFi/8kOqku3LvLo8uTJM19EUaSpuohvPLyN//eH7xFPZrfwYwCRWIJgNE6Z4ZqzKTZbJsKxrO+RTps5I5PQofgobw5+hEk0MZrwA7DW3YhNtnImcJHTE608UXkfH4wcwS5ZeajsdmzS9JmQ7mg/xyfOUW0ro8FezXhyAgCbbGGtu4mX+t/ldOAiFdYSXMril7DmyZPrOGULuwubKDJP36NV5yjCpdx4aZkgCJRa3NTai64LLBodJfx2w13sLGzEqaycntBbOrCIxJK88N7peZkx1ZUX8Adf2svOtTWYTfJNlakAuNg9zOBYMKvUW3mRm82rKpc0W3GFVTXF1Jb7ONM2mFGAqKoah85089UH8oFFnjy5iiCkTTa3r6vh0TvW8uzbJzLeVxQFHtjVwjcf20FVqXdRlLKC4XhWZVayJOFx2uZ8XqT0FHEtgT8ZQhalKWnNOnsltfZKxpJ+uqP93FG4ndMTrfjMBdxXctu0BnnBVJjj/nPEtASbvWuwSlfXaQusczfRGxvkveGDeE0u9hZuxSqtnElMnjyLgc/s5JGKzTM2aIuIC1YyWGJxU+cogqtUZ9d7qvhnTfeytaAOWZBW1Bzzlg4syNLYC9IPq21rqvm9L+xmTX0poiisqF94phw605V1WVhNWQGbVlUuy/UwKxIbmso5cq6bvuHAnNtrusGl7hHGg9E5zaoWg+ICJ/fubF7y982zsKxrKMWSg27oNxOCIFDsdfDwntWcbR/g/OXZndEFAYo8Dn77iV3cu70Zp908dZyFxDAM/KFoVoaKsizimaO/wjAMImqMals5X6y8H0WQ+cu2HwMgCiICAv5kkBJLISbRhICIiID8GXM8wzBI6EkOjZ/m3aED7C3aykZ3y3XXQRIkHim9i5H4OM90v4w/GeD+kr24FEfa7+IGr1sinmSoewyn+1rp2uG+cVLJ9PN3oHOEVFK9JjAaHw6gaTqSJKKmNJKJFKIoIojCTfvczZM7iIKASViae7tdNlNpK8Cj2JhIRWlxlfO7jXez3deAKAjTLhjkMvknYhbYzAoP3raarz+8jYpiN7DymySnQzcMTl7sJ5HM/IFpt5horCqk1OdcxJHNjCAIbGyuoKrEk1FgAZBIpjjZ2svd25d+gr+6roT/5zuPLPn75smzEhEEgcbqIp7+3Cb+7EfvEZ5BBlyRRTY0lvO7T97G+sZypEWcgGq6MZmxyLyEVpGlOQOLsBrBnwriUhy4ZAdJPXXNtCKsRTkXbOO2wi3X+FNggGqk675NokJcS/Lx2DF+3v0qTc5aHiy9fUZnbrts5Ru1n4dOgxf70mVRD5feyRbvWkyickPXsP10D//tX/5g1m3+96/91YyvCQL80//9a975xQEa1lXSsrWepk3V+Eo8KGYZWZYQVroMWp5bmnQ5lIdKWwGWhImv1uxml69xRQYVkA8sMkISBYq8Dp6+bxOP3rFuzgfDSmciFKN7yI+qZf7ALC10sa6hbFkDrYoiN2WFbmRJzGjsSVXjfOfwkgcWuR6MGka6Ll2WRMwmGRBWsi1CnpsEsyKztaWKB29bza/fO3WdWp3NauL+XS38xsPbqCrxLPp4JoIxYonssrqyJOJxzP786I+PMJaYYIt3LTbZSiQRw5gsSdUMnY9GjhLXEmzxrJnKUugYpAyVo+NnOBVo5emqh+iLDfJ839tUWEv4QsXnKLZ8aohmfEZXShAE3IqTb9c/jc/s5f3hg3w0dpQGRzVF5oKsznHqmKKAJIvIigTC5PRo8j4iXPXvz2JggJHOuBiGga4bhIMxzh3u4NzhDl76pw+wOsw0b6ph76Nb2HT7KnylHsxWZUmUCFciVz4/xlXXVRDymZ9cotjiot5RzDZfPXeUrEZawcps+cBiDswmmdV1JXz1wa3ctqEWk3LzX7LWy0PZO20XOGiqmVlLeykQRYG68gK8ThsjE3P3zaRUnUvdI1M32Txp4skUf/vsfsqL3OzZWIfPa8c+aXSYv055lpMSn4t7djRzqq2fi10jQPp7X+ix8+S9m3j8jnUUuJemtHEiFCWRRRkUTGYsXDMHFpqh0xbuIqknKbMUMTHpnh1UI2iGxqVwJ68PfsC2gnVU28oQSStHjSTG6Y0OcnziPJfCnRgYrHLW87+u+jYJPUWTs2by+BoxLcF4MkBMi08WUX36nbZKFr5a/Sgb3KuosVdgl6zz/s57i1ys391EZWMJiimdWRAlEVEUEUVhRukyTdVRUyqphEosmiAwFiYciJJKqKQSKeKxJIlYipMfXeTkRxcpqy3k3qd3ctvDmyirKcRsNd3wfUo3DCKxBGOByA0dZ8EwpvujwZUWSMOYDBSvBA6Tr6WDiPT5qJpGPJEiFleJJ1MUehzUlHuxmJQlPZU801NkcfJQ+UbssmVBmsKXk5t/ljxPREHA7bSyZ2MdX3lgM03VyztpXkraekezKoMyKzLlRW6KC5ZfTaSu0ofXZc0osNA0nd6hCaLx1LI0nOcqB05d5v2jbYz4w/zy7RM8esda7trSiM9jx2U351cF8ywbggAttcU8sLuFnsEJUqpGTVkBX31wK/fuaMJmWbrvsT8Uy+o+CSDLEgWf6TW4mogaYzwRoN5eTaWtlEvhTg6OnaTYXEBUi/F8/9s4FQefL79vqsG62VnHqwP7+M8X/g6zaGKXbxM+kweAGnvFNccPpsJ8MHKE/aNHCakR9hZuxSxeP7Fc627K6rymY/W2elZvq7/h4xiGgZrUGBuaoOvCQDpzcaSdwc5Rgv4IA52j/Pj/fYWPXz3JY791J9vvXYunyIUkz/8+FQjFeW3/eU60Tm9attRcnWkwJv+u6waarqFqBpqmo+o6mqqRVHVSqkZK1UimVJKp9J8/m8V/4q71fPuJXVgK8oFFLmCXLWzz3fj3JRfIBxbTYFZkassLeHjvGh68rQWPc+mbe5eTy33jWT0wvS4rzdVFi6K6ki21ZQV4s2jGTiRV+oYDNNcULeKoVg7RWJLX9p9nIpR2Me8fCfD3v/qYX797ivt3reL2zQ2UF7nxuqy3RPYuT+5ht5rZsbaGC5eHGQtE+OoDW9i9sS4jCdeFZGIegYUii7OKRbgUO4+V3w2AU3FgkywUmQsoNvtI6Sl6o4PsLdpKscWHIAgYhsEjZXfR4qwjriexSGZqPxNMXI1bcVJgclFmLeZ+dzNbvWuva/rONQRBQDHLlFYXUlpdyM771xMORDlzoI19Lxzl7ME2xoeDdJzt5e/+w7O0n+3l8W/fRXldEZI0v+AikVJp6xmlrWd0gc8mT7YYho42qYomCCKiIE1l2VJ6AjCQBTMpI5F25BZuPGO1XNwsHjK5fUdZYkRBwOOysnV1FU/ctZ7NLZVIt9jqbErV6B3yZ2X65HFaqa/0zb3hElDkdVDgtiFJIloGfRYpTWNgLB9YQHpF7MDpTlq7hq9rSB3xh/nJa0d58YMz7N1Yz20b66ivLKTIa8dps6RLG/LkWSLqK3187eGtaJrB2kl1vqVmIhQlnmVgYZLlOXv0PCbXNX+++u9fr30cYGpiJQgCsiCxypXZSqcoiNxetJ3bi7ZnNe5cw+G2seuBDazb2cjBt07zzrMHuXSii3Agxls/+4S61eUUlXuQbOa5D5Ynp1GNJGOJXkRBQhJkzJIdq+QipccZT/aR1OP4TJUMxzswiVYKLTWYRCvSEik65bme/JWfxGySaags5J7tTTy4ZzVFnuUv61kOxiYihKIJsnGOdzusVC5Bs2QmCIJAoceB1STPqBxzNaqqMzgaWoKR5T4T4RhvHrjAWCA64zahSILXPj7PO4cusqq2mN0b61jfWEapz4XPbcdmuTEFmTx5MkGWJNbUlS7rGMaC0awM+0RBwGEzYTXPv/RkJSrELCYOj417ntpB08ZqXv7+B3z44jEKy71UryrDtIRlcXkWFsPQiWpBYlqQhBahN3oORTRjAJIgU2ffTCA1zERqkKQeJaYFCKZGkQQFA4MiSy1WaXkUKvPkAwskUaC00MXW1VU8vGf1LZmluJqB0WBWDYkmRaLI68CbQ+ViRR47FrOSUWCRUjUGRjOTp72Z0XWDD462c65jKCPDr6SqcbptgDPtg/jcNjY0lbNtdRXb19ZQVerJBxd5bmoMw2A8ECWeyM7DwjdLf0We+SEIAtXNZTz1nc9hc1jwlXqoalyeLFaehcHAIJgaYSjeTjg1xuXoCZyyjyrbWsyiDdVIohkpUnp8MpiAcusq/MkBDAwkId83spzc0oGFIktsaqmcylTc7DKymTA4FsrKNNBuMVFV6s2piWSh15HxqqCqaQyOBhd5RLnPwGiQdw9fYnQiOxUUwzAYnYjw0YkO/KEYJYUuqko9izPIPHlyhGRKIxCOZem6Lc7auJ3nxiiuLODx37kbRZGwu/PP8pWMIIiUWhvwmso5G3gXk2DBKjkpt66i1JoWFhhP9jGa6EYSFGyyG7NoI5gawWeqwCTmneOXk1s6sLDbTPzGw9soK3TNvfEtwog/nFVgYbWYKC/Krevnm8xYZIKq6Qz7w6RUbcmbP3OFZErl3UMXudQ9jKZn7l1yBatZYdOqCp66bxO71tXkVJCZJ89i4A9FiWYpyS3LUk4o593MFBTn1rMoz/zRdJX+WCuh1BhNrt0YhjZZEmWhwFSJbugk9TiSkMKiO9ANlbQY7833/IlrUVJ6ipSRRNM1bLKDuBbDaypgIuXHKbsIpibwmYvRDY2QGiShxREQSOoJLJKVAnMRSS1BykiR0pNIgoRL8SzKeG/pwEKWpHxQ8RnGApGsVuFsFoUyX25dQ7fDgknJLEhIm8ElCUXit+xq4oXOYfYda2c8OHNvxUzYLAq7N9Tx5fs3s76xPF9+kOeWwB+IEovPXWp5NSY5/7z5LMOjIQaGA2kjPM2guaEEu+1TVZ8rvX75tYpbC8PQGU50MpboocG5jZA6jlm0YhgGg7E2LJITWTThUUqRRAWTaMUueVFEM9eYfuQwmqqhpjQUszynhHtSTxFM+fGnRgmmAhSYChEQcCluzgSOsc27h7bwuUnjS4OBWC+aoSIAITWAQ3ajiCaG4v1IgkQg5Seux6iy1uEzF2OVFraU/ZYOLPJcz3jWgYUp5x6WDqspq+yDpulMhGK3ZGDhD0Z585MLdPSNZtWwD2C1KOzdVM/XHtrG6rqSxRlgnjw5yHgwmrXrtiJLlPryDaVXc+5SPy+9eYpYPIWm6fzpdx5AUSR6B/xs21iDYcD5SwNcaBvEYpaxmBUsZgWrxYTDbsbntePz2lHy0tc3FQYGAgJ19k04lEISegyb5KXAVE5ITUsAm0QrBeYKZEFBEhQcSgFKwoKwDJKtPRf6GJw07Pxsxl6SRTbfs/66fcYHJ2g/cZnGLfX4yrxTP58u468aKXR0wmoQVU8RSI1jEs0MxHoYTw4jCRKD8V5skhOfuYiwGsCjFBDXY+gYGOgMxHsYSQzikJwE1QmCqQlskp0CU+ECX418YJHnKgzDIBCKX2ekMxOCIOCwmnKuN8VuNWcVWKiaTiiaWMQR5Sa6rnPwTBcHz3QRyaDR/WqsZoU7Njfw9Ye2sar21jGPzJMH0oFFtqVQJkWiNMcWYZabiUCMrt5xdm+tx2pRsFoVTpzt5aU3T7JhdSWGYXDkRCe/eOkohQWOKddukyLhsJsp8jnZsamWnVvqcOXYcyjP/JEEmbLJXgrNSFFkrkERzJglG2apGgDD0DCLVkDAJFpRRAtlliacysJPlOei9Ug7Q53D+Cp8KKZPp9WapnP2o/NsunsdhmEQGgvzwa8O4PTaGR+coPNMN31tQxSUenB4bNRvqMFXXnDd8cXJkqZAyo9DdiEKEqOJYQpMRdhkBx2RVlJ6ihJLOXbZiWqkGE0Oo+kqST2BS3ajGxrhVBBFULBJdlQjhddUiE1e+PLMfGCRZ4pEUiWWTGFkuHRtkkW8bhtyjvUmWEwKZkVGEMhoFV7TDUKRWy+w6Ogb452DF+kfyU4Vy2yS2bupnm88su2WcqTPk+cKo/5IVsG4IAi47BZc9nxT6WexW018+fFt+ArsKLJEPJ6if3ACSRRQtbTTdJHPyde+sCPtJp1UicaTjE9EOXuhj94BPwVeO1s31Cz3qeRZBCRBwa1c/5xxKoXXBRFW6/JkBJPxFIYBiklGMSuoKRVRFJAViZKaItSkSuuRdsb6/Rx89Rg7H9pCKp6ioqkcNaky1DWCmvKiztDfmnZb10kLTosIk/8rs1TRFW1HFmQcshuX4qE31olZtCAJMgHdj0WyEVaDVNvriWoRTKIFw9BJaHFSegLN0JCEhZ3D5QOLPFOEoomsyqBMikyhJ/fKh0RRwGZRkEQxo+yLpumEovElGFnuEAjHePvgRU5e6ss4QwVpZZvta6r4zcd20FSdNxXMc+uh6TrD/hDReOaLEbIkUuJz3tJS5jMhCGAxy1gtJnRdn8w2C0jSp/dvn9fOI/etZ3wiQk/fOMWFLkwmiTfeP8eLb5yks2eMLeurF0w4QpJEPA4rTvvyGuwZhpHuP9ENdCP9d90wMPTJ/xqgGzqGnv6vqhmomkZK1bIubc0FRuJBnu89gj7N4GVBpNFZyp0lq5dhZLNjGAYFpR5KaopQzAoHXjlCcXUhtWurcXjsCIKAJEn0tvbjLXHTtLWO4e4xxgf9jA9M0Li5Dk+xC5tr+l6HiBrEKbsps1RQYComqoUxixZEQaJAKaTW3kxIDdIb60RAoNbeREJPTGYvkohIYAg02FcznBhAM1Tq7asQBYmYFsUhL2xAlg8s8kwRjiaymmSaFBmfOzdVTqwW0zUPptnQdP2WylhoWroE6v0jlwiEMw+oRFFgXWMZv/35XTTng4o8tyihaAJ/KHadO/1sKLJIRbFn8QZ1EzGbAERPv5/nXz/BA3evZdeWemoqC7BaTYQjCVIpDZNpYaY0LruF+3Y2c9vGugU53nwxJoMJA+PTP8/yM1030HQdVdPRNJ2UqpFSdVKaRiqVDjhSWvpn6xrKbsiscTEIpmL8tPNjVP36BU6rZOLB8o1ZBxbdkVHCagKzqGCTFWySGbMkIwkSkiAgXtWTkb6mBpqho+o6CV0lpiXT/6hJXIqVEqsbk3jt5ywVT+Ip8TDcM8r4gJ94JIGaUJkYCjDYOcyme9ZRt76KgY5BhrtHcHodBEdD2JxWus72UL+hGpPVhNk6vamj11SESTThUFxYRBtxPQoISIJErb0JWZBodKwmqSdwyC4U0URMi1BoKkE1kiiiGd3QMIkWSgQBERGLZCOpJ5AXwaE8H1jkmSKWSDfQZYoiS3hztK7VapIzXh3UbrEei0s9I7z5yQV6hiYy3kcA6isK+f0n97Cmfnkdj/PkWU5G/GGCWQTkkL5X1pRdXzudJzuisST9QwGi0XQZWnGhiycf3kxzQwmStHDZILMiUVfhY9f62gU75lJyJdjQdB1NN9D1dKChTQYeum5gNsnYZpjILhcmUSaiJtCM6+chgiDMKyP1zuBZDo21oxsGiihhEiVkUUJEQJwMLEREBAE0Q0cz9MngwkAzNFK6RlLXSOkqtxe38PnKrRSYr11QjQSi1G+qIxVPcWrfWSx2C4ffOMnqnU1se2AjakrlzP5WOk51I5lkNFWjr22AsvpS+juGOPjqMWrWVOItdk97DvbJPghFTP++HOKnvVpOJb3PZ6VjHfKVba6tKnGLnzaKK+LiBJb5wCLPFPFECk3PPH+qyCJuR27WDFvMClKG0qeabhC+RUqhRvxh3jzQyvELvVllp3xuO//8S3vZ2Fye96nIc0szMh4mFMk+sKiryAcWN4ooCCiyNNXXV1nmpbzEjdViyktdX0V6Eg6iKJFbOYnZMUvKjC4UkiBimcdEuD82wamJbuLazGIL6Y4F0OeQqm1wlpAyrs2mGLpBJBTD4bZx7PApdj26ldYj7bTsaKSvbYDHv/MAsiJTXl9CPBLnwsFLJOIpxgcDVDSVU1hewLo9LbgKnYgLGBwvJzfHWeRZEGJJFT0LgzRZlnK2GdFiUjJewTIMg3hSXeQRLT/xRIqPTnTw9sFWwlk0niqyyO89dRvb11Tna8Tz3PIMj4cJZlk6aTbJVJd4594wz6ykJ8vClK+F1aJgt5nzQcVNgkWaOXCQBBGztDhr4WlB1vk1pbQeaUOSJd595iO0lMaq7Y3IikzLjkY23LmWv//TH9F9oQ9vqQddM3AVOhnvHycWjhEaD2Gxm/GWuFFMCsksJaxzlXzGIs8UyaSadcbClbMZCznjjIVhGFmt3q9EdMPgxMU+Xnz/NMPjoaz2/fpD27h3ezOynA8q8uQZ9oeyEnsQRYFSnwt7jpWd5Br7D7dz5GQnvQN+4okUv37tOLIscbl77PqN83HETYlFUiZzB9cjCsJ1vQ25gM1lY/ejW5FNMgWlXoa6Rrl0rINdj26laWs9heUFFJR6CPnDHHnjBHue2EH3+V5cBU7GBwO4C10cfv0EDo+d5m0NWOtzc06VDbn3W8qzbCRVdVo1hpmQRBG7dXlVM2bCpEhzullewTDIqrdkJdLRO8oL75/mYvdIVmohu9fXcs/2JpIplWTq5s/qzAeHLe2bki8Ru/mJxVMMj4eJZuG6LUsidRW+/OdjDjp7xnhvfyvRWJJ4IsWPnzuIKAjEEyqrGvIGnLcCIgKyKJHSrm/eFhFQxNyStgcoqy/BMIqRZCmtSOm08O3/9HWKqwsxWRQ23LkaSZJIJVW+/Kefx1vqoXFz3XVu8pIsYXWu/KAC8oFFnqtQVR0ji4yFJInYLLlZwanIEmKGD3KDmztjMTQW4pUPz/HxyctZn+fptn7+3V+9kp8UzYDXZeNPvnEPTdVLb8q0VOiGwdhEhMJJ2cRbmYHRACP+cFbBuSyJNFT6Fm9QKxwDSKk699+xmtu214Mx6akUTxKJJgmF41gnnzOGQVp6NYvnVJ6Vg4CARVSIadcH7qIgouRgxkL5jBKZzWW7RjZWnnSFV8wy5Y2lCIKALUdFbxaK3Pst5Vk20trXWZRCSWJWDtdLiSxlvoJ8M2csQtEE7x6+yEsfnJlXH0k4lsyqH+NWY019CQ6biZulNmN0IsKZ9gEisSSVxW6KfU4E4PsvH+Lbj+/EAFx2K+OBCN2DfhDSZx6KJujoS5esmBSZTc0VbGquWM5TWRS6hyYY8Yez2keWJVpq8yvuM+GfiPIv/t0ziKLAn37nAbZtrEkbgk16NVwdROiGQUrV0NR8YHFTIqQbuJmm1UAUBJQFNnJbSm6lRZl8YJFnClXTMy6FEkUBq0XJ2S+LMpmWzISbtccimVI5fKaLn7x25JaS010qZEnkto11kyv5yz2ahaF70E//aICxQBSrRaZ3JMCxC71UFLv5j997i7u2NHLX1kZUTedSzwi6blBT5mVoLER5kZsCt4323lF6hyduysCidzD7wMJuMdFQefNmtG4Er9vG6qZSEkmNZEpFUdITR1EQQBL47DTSMAxUVUfLQmQkz8pipgZuASEvHrJCyAcWeabIJlshCgImOXc/PooskqlQiAE31YPqilHS6UsD/N2vPmbEH1nuId2UbGgqp76iMGezdvPDwGYxcf7yEBsay+gaGOdsxwB2i8LIRJi+kQDHW3vZ0FSOYRjcs70JXTfoGvSndfJV/aad+EXjSfpGJghmITUriQLN1UWYlJvpM7Jw7NnewPZNtew/3M62jTVTYiBXfBiuBOxXssq1VT6+/uROmuryBp03K9IMqzQCAvICC5kKM7aKL8z2tyq5OzPMs+TokzfzTBAEFtSQaKGRsmmmNYys1LByHcMwuNA5xF/8bB+dA+PLPZybEkGAvZvrKSty5WzWbn4IJJMq8WSKxsp00FRZ7AYEGqoK8Tpt3LahjtauYd482Eo4lsCkyHidds53DqXvC6JIY1URhmHcVNembzjA4Gh2imqSJLKuKe/9MhOCIPDSmyf50bMH+cZTO3nykS2AQDAc58U3TvLQPevwee20tg/yV99/n4baIh64cy1FPieapk9Kz+av7c3E1U7Y1/6cBc1YmEWZP2p5iNuLVmW8j0024VQWrz/CwJichxnpIEZgKpRZqM+5gcHk/6ecxgVBQGThvkv5wCLPFOnG7Uwn2ELGcq7LQVZfEiG3zyUbdN3gcv84f/WLD7nQObzcw7lpqSv3sba+FEeOqqLdCGaTzObmSo629vLe0TY2NJShyBIpVWPfsTa2rKpk/8nL1JYV8PCetTz7zgksJgW71UwsniQcTTA6EWYiFMN7VRPjSqd3eILBsWBW+0iiyPqGskUa0cpG1w0+OdLBz144Qn1tEffdsRpJEonFU/zo2YO8+s5pNE3nN57ciSyJ1FQUcPDoZfZ9fJH1qyt4+N71rGkuw2Y1IUtiPsC4SZBmCCwEhBlfmw8CAl6TjXJbDvnLGHDS38Wl0CA+k5MCsx2fyYFdsSALIqIgXgkz0v8Vps+iXJnFGYZxTQBxxa8joalMJKOMJUKMJkJ4zXY2eKrxmuwsBPnAIs+nZHFjThsV5W7GIpuhpd1cV/5XQdcNeocn+Mdff8LR873LPZybFkGAXRtqqSzxLPdQFgXDgOaaYo5d6ME82asUS6QwKRI2iwm71cTn71zH8/tOkUiqSJKIz2OnwG1nxB9mcCyI1ayQyFAs4EqWNJfnhZqu0zUwnnVgYTUrNNfkftlOugz2Svna/Cbp6YmLhmFoQLqOSURGEESmEzcIRxI8+8ox3E4Lf/IHn8PrsaMbBgePXeb5149z565mvvqF7ciyRFN9CX/yB/czOh7mnY8u8N7+Vv7LX75OY20RD9+7jm2banE5LPng4iZg5uAhvap+M2MAB0bb+G77+9f83CTKeBQbXpMdq2TCLCmYRAlFlDFLMiZRRhHldBm0YaAZGilDI66miOlJYlqSSCpBMBUjpMavU926p2QNVTZfPrDIs/AIV0LgDMmmJ2OpEQQh44mKIKR7MlYyum7QPxLgey8c4N3Dl5Z7ODc1PredTc0VFLgX5iacayRSKh8ca2PH2hoaKgqZCEV57sApnrhzPXdvbSQST6aVoCIJTl7qQyDdSzA8Hqa0wEFKVSnL0BAupWr4gzF8bltOl7UMj4fo6B0jGs/cGVcQYE1Dac56/VzBwCChjRFVe5FEKw65BknIXE/fMDRSepikNk5MGyKuDqMZcSTBhl2pxCqXYRI9iILpmt+vxSKzd0cj9TWFlBW5EQWBWELl5y8epr6qiO986y7Mpk8beQVBoMjn5Cuf3859t6/mrQ/O8eb75/jbH33Ab8ZTPHLvupz9/OTJnJlk4gWB3F59WESSuspwIshwIruFjeUiH1jkmUIUxYy/t4ZBTispZfOAERCQc7hfZC4Mw2BoLMgPXz7Ea/vPL/dwbnq2r6mmrsKXsU/KSsNmUfjtz++io3eM7iE/GKDpBklVY3g8zOm2AZqqivC57TRXF2M1m1hXX0abMoIBFDhtVJd5cdpnn5yqms7Ji338+NUj/Msv3zFpIrc055gtl/vG6ezPrl9JEAR2rK1epBEtHCktSHvgB/SEfk2BZTNrff8rdnHucafrwZOEkm30h1+nP/IWMXWAq8tpJcGCz7KVateT+Cw7UETn1L3ZpMg89eiWa44pSyKP3LueIp8Tn3fmwL2wwMGXH9/GhjWVXOoYZm1zeU5n0PNkzmzlTjl6e1j5LPCFzQcWeaaQsljlNwwjp5VfhKv+Pee2AitW2ScdVIT40atHeGHfmaz3t5hk3A7rij3/G0HTdQbHQlll3px2M1tWV1FW6FrEkS0fLrsFVXehSBJbWirZ0lIJwGggwlfv3zol4ZxIqdy7vZnqUu+UrKzFLPPRiQ7MJhm7ZfZshabrXLg8xF/+7EMudg3jcRzmj75+Jx6HNedWnVVVo6NvjJ6hiaz2UySRratzO7BI6WH6wq8wEHmblJ7daqhuJBmLHaHV/zdMJE4B6WIVSbAhCAq6EUcz4gzH9hNKtdPg/m0qHQ+jSDN/dxRF4rH7N2b0/qIosra5nLXN5VmNeyWRTKTSjbWiQCqpopiVa0RTIsEYVocFwzCIBGO4vPb0s1nV0dTr3asFQUBWJMTJY6QSKpqmo5jlnBFjmT2wyK17Q57pyQcWeaaQ5cxra41Jo6JcJe3HkdmEURAE5BU6sR4aD/HjVw/zq3dOZr2v2SSzc30td25puKmabDPBMAz6RgL8xc8+IJXK/HO8vrGcVbXFN20g1lg1vd/CH375jmv+blZkqkuvbXoscNl5/I71c76Hbhi094zyN89+RFvPCLph8OaBC2xeXckje9Yg5Vgj7shEhI7eUaLx7IwiS3xOassLFmlUN05KCzIQfZfO4C+IqX1Z7asbKsHERVr9f81E4jQCMha5EIdSj0NpwCS5iKb68CdOEU31EFMH6Qz+DJtSTpF1N6LwaYlTIpHCMMBslrP+vQdDMULhOG6XFbvNnFOfmxshHk0QnojS1z6EKInYHBaGe8cprSnEW+LC6bEzOjDB2YNt1KwqR9d12k52s+2etRSUuvEPBxjuHccwIBFLAgZWuwWL3UxxZQFmi0IoEGWwc5TwRJTCcg+F5V7sLivSMt/bZiyF4pathFp8FriqPR9Y5JlCkaWMyzt0wyCeUHNWUjKZ0q5xbJ0NQRBWZI/F4GiQH796hGfnEVSY5PSK9G88vI11DWUZmwneLCRTGu1vHM0qqLCaFba0VFJ1kzZtLwWGYdDVP853XzjA6UsDU+WUmm7wvecP0FBZyNr60mUe5bV0DYzT1jOa9X5b11TnZLmcgUFS8zMYeZeOwE8Ipzqy298wSOlBekLPM5E4jSiYcJtWU+V6glLb3ZildDCl6QmGYx/SNvE9JhLnCKc6GI5+jMu0Cqv8qRP50dPdpFIau7bWYxgGovBpr40xKb0py9K0K+qnL/Tx/set3LV7Fbu21iNJuXe958PESIjzh9s5f7gdWZGxu20MdI5QXldMy7ZaVm9v5OSHrbSf6ubUh62YrQqiKGKxmbj989tIJVJEgzEmRkNcOtFJSVUhVc1pdTJN1RkdmODcwTZGByaIheMoZoWG9VWs29WIw7O8vWMzZyUE8sVQi0S+FCrPYmFS5CzcqtPOzqqm5+TqbUrNJrBIT7RXEr3DE/z0taM8/97pjL1HriBLIusay/jag1tZW196ywUVhmEQjMSy7kdprilmXWMZtjnKfPJMj2FAz+AEP3zlMIfOdJFIXasaNTgW4h+e+4T/7dufo6TAuUyjvJZEUqW9d5SeIX/W+962oS7nVlh1QyWq9tEffoOe0AvE1AFMUgGaHkMzYhkdw0AjmLhEf+QNBEScSgNN3t+j2Lb3mkmhJJopsd1BNNVHTB0goY0xkThFQhu9JrB4a985wtEEqxpK+ORoB6IoplX9DAFd1zGZZNatKsdmM2MySTiuykyM+yMcOtFFfXURu7bWL+i1Wk5EUcDptVNSXYiu6ZgtJvQqH8WVXmRZRlM1ymoLkSSBkx+1UlhRgK/ETVltEYIA5fUlFJR4OPz2GURJYv2eZqwOCxX1xYiSyFD3KPFoksqGEmwuKyO9YwTHwiTiKRzLffJ5Vjz5wCLPFFazkpUBjaYbRONJ3I7FM4yZLylVmyyHmhtRFLCYlbk3zBEu943xszeO8cpH57Luc5FEkdV1JXz1wa1sWlWZM3W1S4lhwNHzvXT0jWW8j1mR2dJSSUPF9KVCeeamfyTAz948xofH2mdUVzp8totfvnWCbz2+Iyc8QvqGA5xuG8hKDQqg0OtgfWPu+VcktFG6g8/RHXoO3UhQYN2CQ6ljNHqAiNqV0TF0I8lE4gxgYJIKKLPfR7F1z7QrzaJgwm1uwSqXk9DGiKsjqPq1AYwsSZhNChPBOH/9/X2UFLkIheMkkimKfE5SqsY3ntxFJJogkVJZ21xOfU0RNqvCRDCGzaJQ5HPeVPeyVFLFbDVh6AaJWBJBFIiF49jdNgzDIBaOoyZVQhNRLFYTxRVeRgcm8JV5SCVUErEkF45e5vK5XqwOM/6hABeOdJBKqtS2pHtS4tEE/Z1xLDYTiVgST6Er3wB/q5IvhcqzWFg+0xg2F6qqEY4mcjKwSGYRWEiimPOSkJCeEF/sGuaZ14/yzuGLWfe4iKJAU00RX3lgCzvX1WBSVlaWZqFIpFReeP90VvvUlHvZ0FSOy5G5DGeeTxkcDfLcuyd599BFQtHEjNtpusHz752irMjFY7evxaQs3yNK1XQudg9ztm0g6313ravBbjXlXJloTB1iInEOQZApte2lxvkUSX0Cf/x4xscQkHCZm6l3fxMBgTL75ya9KqZHEmxIwpX76/W9b4IopPv7SN+jnn5sCyfO9DAwHODR+zbw7MvHiMWTHD3VxanzfdTXFLFzcx31NYV0dI1QVV5ATWXu9rLMh9KaQlw+B+2nuxHiAmaLCTWl4vTaWbWlDv9wkEgwxkjfOKt3NOAudHLwjVMUlLiZGA0RCcUYHwywels948MBatdUIikSfW1DVNQXA6CYFdSkymDnKJqq4fTY85VGkyR1FX8iQlxLoogyiihN/SMJ0pQBrygIUwZ1giCkfSQmzeh0rnhK6KR0jZSukjI0UrqGKAgUmp1YpZsz+50PLPJMYbeasspYpFQNfyhGRbFn8QY1T+KTaheZIIkCjgw095cTwzA40zbAT147yscnL5PMojcA0g1xDZWFfOX+zezZWIfZdOt+9U9d6ud0W3/G2yuyxKbmSlbVFi/iqG5ehsZDvLjvDK9/fB5/aO5ym3A0wY9fOYLHYeXubY3Ltoo6Hohwpm2AYX84q/0EAe7Y0piTK+jSZAah0Lqdcvv92JVqhmMfZXcM0UyJ7XZKbLeTyVJnUveT0tPX0CR5Z/XIEAWBdS0VDI+EiCdSbFhdyfOvn0i/ryRSW+Wjqa6Yjw5dYt8nrei6wT17W6goyyH35AVAkiUGLo8gyRJWuxk1pVJWW0T7qR6qmkoBA5NFwWxRKKstwua04C50opjSZVJWu5mt96wlFo4zPhTAbDOxZkcDsUgCURQxDAPFJFNeV4Tb56D12GXisSSpeApd06dUo25VAskobw+e5mygD7MkYxYVzKKMSZJRBBlxMqgQBRERYaqX6kpAoRkGuqGjGwaqoZHQVBJ6iqSuktBVfCYHX6zaTq0jO/PMvUWrqLQVzNm7NZGM8vbgGZL69Sal1TYfmwpqccifLqY2OUtxKwu3QHzrzi7yXIfDas7KzyGpakxkMFFYDoKROCk108BCxGHL3YyFqukcP9/DM28c48i5nutq0+dCEKC2vIAvfW4zd2xpwHoL9wjEEyl+/saxrAKzymI3m1sqKLjFlLMWghF/mFc/OsfLH51ldCKS0T4GMDgW5EevHMZhM7NjbfWSr/wbhsHl/nGOXcjewb7E52J1XUlONm5b5BKqnV/AIhXOKvuaObOfo26ohJLtxNVBAJymBkySe17vJIoCdVWFfPnxbfz0+UO89OZJVjWUsrqpDFuOLwzNh4mRIJIk4a10TU302051k0qoFJUXkEpqDFweoaqplMBYmJrVFex9fOs1x0gmUlgdFkRRwOa0YnN+OnlMxlMYukHz5lqsDgshf4TBrlEcHjs2562dmY1qSc4EenlzILvMdqY0Okq4r3Rd1vs9UrGJO4tXo4izVxu0hYb4cKR12sCi2VXGtxvupNz6aTAuICxotiofWOSZwuWwZNWInUppjAeiizii+eMPRklmOAGXJDFnS1ySKZWPT3by8zePcaZtgGSW5U8CUF3q5Uv3b+bu7U0rouRrMTlwuovjrZlPFmVJZH1TOesby3OurCXXGQtEeP3j87y47zRDY6Gs9tV1g0vdI/zwpUPIssjWlqpFGuX0hKMJzncM0j2YfdP2ng11OG25VwYFYJYKplSbloJoqpeJxGmSegBJsOA1b8IspfuURsZC2K3mOX1kYvEUre1DBINxREHkfNsAo+NhSgpdiKJAKBxH142bToSipqUcX6kHSZGmPku+Ug8Otw1BTJffbLyjJe1jAazedn3zustrp2lTDZbPLJwVlXux3WXBV+bB5rRSUlNIf/swuq4j3iTKWjcnV0qwZl8AnuveIyDOeYwbIR9Y5JnCZlGwmGUEgYyUhhIplWF/dhOGpWIiFMt4Ei5LIl5n7q1GR2JJ3j/axrNvn+Bi9zBqhhmYq6ko8fClz23m3h3NOHM4K7MUhCJxfvn2cWKJzDM+ZUUutq6uwrfMEowrDX8oylsHWnn+vdP0j2RnvHYFVdM51dbPM68dw+uwUl+5NI3zhgHdgxMcON2VdR+TSZG4a3vjsvaG5AqanmAk9gn++GnAwGNeh9e8DkmwousGb7x/jmAoRu+AnyLfpypgup6uTTeMtJFiOJLg8MkuVFXDOqwQDMcoK3bzlSe2c+h4J0dPdbGupfyaY9wMlFQXUjKLv2J5/aelmQ63DYf7+meY1WHBOs2iWUGph4JSz9TfTWaF2jUVNzTePHmusCR3v6iaJK6qGBnUYwoIuEwW5HnU1Q5Hw8S0FEVWB1ZZyfchZYkkpifYsiRl9ECNJ1UGs1yJXAoSSZVwNJFxj4UsSzlnEDceiPLGJ+d5Yd8ZugfG0TKUzr2a8iI3X7l/C5/btQqXPTczMkvJ+0fbOH95KGOnbUkUWVtfxuZVlTlZ1pKrTIRivH3gIr965yS9wxM3dCxJFHE7LEvaExSOxjne2suFzqGs911TX0pDZeFNt3o+HwLJ8wxG3iWuDaOIbkrt92E31SIIAqqWlgM/dLyTwZEgyaRG39AEqqbxw19+Qt/ABMFwnH/62cdIksCurfVEJgOMoZEgD969ljt2NROJJDhw7DIdXaM3XWCRJ89KZUnu1u/0tPFOXzsxdW7JPqus8K8330WZ/dObRCSVpDPoJ6lrXH2/Noy02U+53UWJzcknQ1180N/J15o3sbkwX7owHwo9dkxyZoFFMqUx6g+TTKk5tUIXiMSIJzOThxRIy+zmUvN23/AEL31wltc+Ps/QWDBrnwqAUp+Trz64hft3r8patcswDLqH/JT53DeNctTASIDn3ztFLAvZ0LJCJ9vXVlPkzWcrMiUQjvHOoYv84q3j8yojuhqP08rn71rPg7tXU1Y0v7r8bDEMg+5BP+8evkgskZ3ELMC9O5pzUg1qqYmpg/SH38CfSNeoF9v2UGzdjSymv0uSKPC5O1bTVF/M0VNd7D/czs9fOJz2sBAE6qoLAQNdh9t3NnH/nWuw28w01hXz7v5WDh7vpK66iKqKAt7/5CLdfWNs21iTkw3zefLcaizJbLA7HOD8+DD3VjVS75q5vvOCf4RftJ3kf9mw95qfD0VDfPf8IXojQWRBxCDtzmkYaRWJrzVv4uGaFs6PD9MXDgB51bT5UuJzYlIkIvG5t00bjcUZ8UeoKF6aB38mDI+FM55ASpKIz23PiQeSYRi0dg3z3Lun+OBYO/7g/PpXir0Ovv7wNh7Y3TIvKeAPjrXz0gdnaK4u5gv3bKDQY1/REyVV03n2nZO09Y5mIUEs0FJXwvY11Xlt9wwJRuK8e/gSP3vj2A0FFYIAlcUevvHwdvZsrqPQs3SWXcFInENnu7nUPZL1viUFTjavqsQk584iy3Kg6hGGIvsYjLyDZkRxm9ZQYX8Ym1I55XUhiiJlJW5Ki1001RWzcU0lL7xxEk3XKfQ5eeLBTemDGeneCa/HjtWi4HFtQBIFPjnawcDQBIUFDhx2MyNjYaKxJM4c7ZXLk+dWYknugCZRwmO2sreslh3FMzfh7TN38Iu2U9eVHRRZHXy5aSOBRJyDQz2c8w/xaM1qyuxOBAQa3D4mEjH6oyFWeYsoszlX9ERoOako9mRVdhCJJukZ9OdUYNE3EiAcm1kr/2oUWaKscPlT6MmUxtHzPfzy7ROcaO0lEkvO6ziFHjvffGwH9+9qmVdD+scnL/OjV45w/vIgpy71c7F7mK/cv4Utq6tWbHnHgVOdvHfkEokseitKC13sWl+bz1ZkSDia4L3Dl/jJa0fpvcGgYtOqCn7rsZ1saCpfUgUzwzDoGZrgrQOtWcs5A9yxpYHiAseK/Z4sBLqhMRY/Rnfo18S0ISxSMZXOxyiwbkYUrjchjSdSyLLI+pYKPC4bDpuZtc1lFHiuLU01DINoLIkiS+za2kBFmZe66kJEQeDx+zdSXOjEvIJMTm81RhMhxhNhZEHEKpuxSSZssglZkOY9VzMMg5ShEddSxNQkUS1JTEtSZvXgNeXv28vJkgQWggCjsQjfP3+EV7suTL+RAf2RIEwailyN02RmZ0k1fZEAHw104lTMbCuupMBsRRJFPGYrx0f6GIgE6Qr5+R8nP8IkfVrC8VjtGjYXll/zszzTU1XiwWLK/AYdjiXoGvSza0Pt4g0qS/qGJzKemMuSSFnhQsguzp9gJM77R9p47t2TtPeOzmtSA+Bz2/jdL+xON2rPo6fik1Od/PDlQ1zoHETVdALhOB+f6qRvOMDDe9bw1H2bsFpW1sN7dCLCL98+wdBYKGNzUUkSaaktYff62ny2IgPC0QTvHr7ID185TO/QxA0d6/6dLfzmo9upq/AteRYxEI6x/0QHnQPjWe/rslvyqmsYBJOtdAV/TjB5EUmwUO64nzL7fSji9Fmnwyc6eemt08RiSRBgeCRE3+AEv35tZsM+TTcwdANZljCbZe7c1UR9Tf1NU7Z5M3J8vJMXeo8ykYwiiyKyICIJErIoIgkisiAhCek/t4Wm720aSQT5QccHvNR7lKShkdRUUrqGZuhohoZq6IgI/F7Tvewpal60c7HLZursxXhMc/dlHvNfJqrOb5FwJbNkOVtRFLDICg555hWoBrePBrcPURAJp5I4lE+31QydSxOjXJoY5aGaVYRTCZ65dIK1BSV8vm4t58aHSWoatS4vXrOVk6MDhFIJ1vtKuYUXkLKmvMiN22HJWBkqFE1wuW9s8QeWIYZh0DccIDyLu+/VKLK0ZPXbn8UwoH8kwK/fO8lbB1oZ9ofR59GkDel69O986Xbu3taEPct+EcMw2HesnZ+8eoTzl4eu8f/QNJ2OvjF++vpRWruH+fbnd1FX4ZvXGJca3TD49XunONeRDpQypdTnZM+megrc+VWvuQhHE7xz6CLff/Eg/aPzU3+CdID/lQe28OS9GykrdC15xlnVdC51j/LqR+cyFn24mj2b6qku9SLdwg+bSKqX7uCvGI0dAnSKrXuocjyBRSpipuLk8YkonT2j7N3RiM1iQm8xOH6mm46u0alyqFg8yalzfQQjce7d25Iug8ZgeDTM6Qu9HD7ZxbqWism+jDy5SCAZpSM8xFD8+nuEgIAgTP4XAc2YfmEtoiY44e9CgClX689iFmVCqcX11ioyu3i6ZiebPLNIdpH24/nDIz+gW82d+dFSsWSBhUsx80hNC1uLZpc00w2DC/5h/p8j7/DP1+9mY2E5hmHQERjnpcvnafIU8mjtakRBwCYrvN1ziVKbkzPjQzR5CvnNVVsot7v481P7CSbjfL15M41uH0p+5TEjTIpMXYWP1q5h4sm5S0cSSZX+kQBjgQi+HJiI+YMxxgKRjCeSJkWipmzpdN2vkFI1zrQP8tNXj3CstTfjQGg6PE4Lf/wbd3HH5sasMwopVeOtA6387M1jtPeMznjdxoNR9h1to2fQz1cf2Mr9u1fl/Gr+R8c7eOdgK6FoBg1Dk8iT2Yo9G+sWpKQlpqb43rkj/O7a7bRNjBFRk9eUeuqGgddio9bpnVLCCyUTDESC+Cx2fNbcUiu7mkgsyTuHLvKPz3/C8Hh27tRX47Sb+f0n93Dv9ia8LtuylLGOToTTma3x7FXuLGaZe3c043Fab9kS3IQ2Rm/4Zfoir6EZcQosW6h1fwWHqR5hDr18q0Xh8fs34vPa0XSDWDyJPxDjy5/fBqSDj0gsycBQgC8/vg1RFNImisMBNF3HPxEhHJn//TPP8mJgTC5izr2o9tlqluXAJEoUmZ1U2mdfYDMMY04ju5uVJQksLJLCWDzKa10XGIyGMM1yscOpBG/1XGIwGsKhpNPKQ7EwP7t0kvf62im1ufhfPnqJYDLBeDxKVE0STiUZi0fZWlSJz2Kn0GpHM3QKLDZKJqVn82SGIEBTdRHvH23LKLCA9KTzct9YTgQWPUP+rNzAbRYTlUvcHxIMx3njwAV++dYJ+kcCWWvlX43bYeF/++372bW+NmtJzmA4xnPvnuLFD84wOBqcU9I2mdK42DXCX//yI85dHuSbj+7Iyt8hqWns7+mi1OFgMBxmLBbjntp6bIpCm3+MQDxOh9/PptJSql0e3Jb5N2J29I3xizeP0z00kZWqVmmhi3t3NONeoCbQpKbxYX8n31q9lXP+Yd7v7WBtQQlus4Wu0ATdoQm+2ryRaocbSE/AxuJRftJ6ArfZwleaN1JuX95SvemIxpO8deACf//cx4zdgElmRbGbP/zKHWxfW43NsjxqStF4kg+PtXPgVOe8FNjWN5ZTU+ZFzgEBiOUgpYXoD79JZ+AZVD2MQ2mgxvUlvJZNiMLc9yRBEDApEiaThKYbSFJaGcpkSs8TTCYJSRTT25nkKZdtRZb41pd2I4pCXmo2T54cYkkCi71ltbQHxzg9NkhfZPZ0uQGYRJHfXr2dGmfactyhmNlQWEZvOIBdUegM+rmttIYvN23g4sQoP249Tl8kyHjiEndW1FHhcDEWi9LiLULJ91VkTXNNMZYsJqnjgQitXcNsWzN7anApuNQ9wlggktG2siRSVeLJym38RrhSVvSDlw/xycnLROLJeU1kruBxWvk/f/9Btq6uzqq+2DDgYvcwz7x+lP0nLhOKxjMeh24YDI2HeHHfGTr6xvjdL+xmY3NmxkqD4RDHBwdo8BbQ4ivkYF8ve6qqCSUTnBkewh+Ps66omAN9vZQ75z+ZDkXi/OTVw5xu68+qrMWkSKypL+W2DXU3PME1DINLE6O80X2JvnCAX7efZZ2vhA/7LnNitB+7YmYoGqbC4WRHSeU1K1sVDhe/uXoLf3v6IK91tvJk4zo85uzVvRaLWCLFqx+d4++f+5hAOPNs0GdZ11DGH37lDlbXl6DI82/ivBF03aBncIIfv3qERCrz5v6rOdc+yJFz3RR67NiWsNk8F1D1KAPRd7g08fck9QksUjHVzi9QZrsHScjsWvgnovyLf/dMOgNqpMvrEkmVr//z7wHp31EkmkDVdL71R/9EgddOQ20xG1ZXsGFN5ZQDd548eXKDJQksqpxu/mTTHai6NmOy68cXj/N2Txvfu+cpJFHELMpTpQF2WeHB6mbuqWjggn+YH1w4itdspdrhocBsoyvkZ5WnkKMjffSEAwxFwwSScYptDsy3aCrqRmiuLsLtsGbc8OoPxbhweYh4Us0qIFloNF3nUvcI4xmuoCqyRGN10ZJMaMKxBC99cJafv3GMEX84q5r/6Sj0OPj//rOH2NhcnvVK6dHz3XzvhYOcutR3TT9FNsQSKY6d7+E/joX48gObefyOdXN6mYzGogQScQbCIYYiIbaUlXFqaJAKZ7qmvnPCjyKIDEXCGZvYfRZdT0vLfnyyM+OM2xXKCt18/q71WMwL8xl2msw0un3YFBP1bi9OxYxdMVHp8OC1WLFI6Xuc5TMZVUWUqHMVsLO0ilc6L7C+sJQdJTOr6S0l8WSKF947zd899zHR+PybEvduquefPbWH+gofoigsWwlRKBrnR68cZugGjD4j8SR//YuPEEWRB3a3YL1F1IlUPcZg9F3Oj/93kpofRXRS4XiEateTSGJmTexNdcU8/dhWNE1HFEWm+xgYBqiaRjSWIhiO0T84wSdH2nn7g/N4XFb27Gjk8w9spKZyZfR+5clzs7Oos8ChaIixeBRZTHf/i7O4S4zEInSF/ASS6RUwVdcREKh1edF0ncFoiKSu4U/EiGkq/kSUy8FxdAw+X7cWh2LiPxx6i/bgGEdHeommklQ5PJhvcU3x+WA2yaxvKqNrYDyjyZmuG/SNBLjYNcyGpvIlGOH09A5N0D8azHjSrsgSa+vLFnlU6esTCMW51D2CPxRD028sqKgpL+A//O6DrKotRprHpGxDcwVfvHcDoWh6TPPNmmh62kzsb5/dz8XOYb71+E5KC10zulS3+IrwV8dIajpxLcWpoSHuqKklqWm4TWZcJguBZJw6r3devQW6bvDmgVZe23+O8Sw9QOxWE3s21bF5VcWCTXJLbE52lMg4FBMNbh9JTUMWJYptdlxmC4PREGOxKD2hifQiiPTpvSqla1zwj9AXDnJydIBGt48Cy/L1WxiGQSKp8swbx/ju85/MOyCVRJHH71zLNx7ZTlmRGwGWJagwDIOkqvHu4Uu8c/hixophMxGKJvgfP3kfTdN4eM8aLGblpu630A0Vf+IkZ0b/Kyl9AlEwU2K7m3r3N5AEM/oMDbgAAiKQvm+tbiqluaHkqtem50oJvkFaESocTXK2tZ9X3zlNMJR5xjVPnjyLz6LOup9tP813zx1GNQwMw5jq/J+OuKaS1FSeePWHUz+rcxXw3XueIpiM81+P7WP/YCe6YZDQVPYPdPKTiycosTn4ow17ebhmFas8Rewf7OK93nY8FiuFFtuswUye6REEgR1ra3j74MWMV337R4KcaO1lXWPZjBPLxeZS9wjDWaw8Wkwya+pL5t7wBhEEKC9y8W++dR9P3rOBn7x2lP0nOkik1KweiKIosK6hjH/72/dRW+ZLf5/mca0VSeTe7c3Ulvn4/osH2X+yg2gWjtSfJRRJ8NKHZ+ns9/M7X9jF5pZKZEm8bmx9oSBt/nFqXG42FpcSS6n4LDbOjgyzu7IKs6ywr/syj5aWoxkGchbnpmk6n5zq5CevHaFrIDsfBUEQqC338eX7NyMtYEO6Px7jta5WOoN+/uz4R7hNFnrDAcKpJHZZYTgWxp+IcXJ0kL3lNVOBhWEYHBzsQQC+3LyBVv8o3aEJvOblaw6OJ1L804sH+eHLh+c9CbdbTXztwa188Z4Ny9akDenrqxsGpy/18xfP7Ju3EttniSVS/NmP3yel6jx+xzqslpszuDAMg4Q2RnvgB6T0CQBEFKJqL6fH/tOc+1c5HqfIuhNJsKadtufxlTOZZG7f2ciOTbVomo5lhclg58lzM7OogcU3Vm3hqYb1SIJITziARZYpsTqmVWj6mzMH+UXbSd594veAdMZCNww8ZitOxcT/sf3edLlE0M8PW4+ypqCErzVtIq6pOJR009/W4gre7LnE4aEeHmPTHRMAAJRFSURBVKtdjWcZH8SLiWEY6BiT4mzpuveFnBABbF5VicNmyrgR2h+McqZtgLGJCEXepXPKvYKm67R2DTPszyywEEWBmvICvK7FXwW+8hk0KRJrG8r4d9/+HB8ca+enrx2lc2A8I98KRZbYsa6af/X1u6gs9tzQ5/rKvo1Vhfzpt+7ll28V8OIHZxkeC2XsTP1ZdN3g5KU+/sv33+arD2zlgdtacFjN19Q+NxX4sMoyMVVlMBym3OnEH4/R6Cvgkn+MpKbylTXruTA2SlRNsbk0s+yXpumcvNTHD185xMWu7B2Ti7x2vnL/Zkp9C9skfSkwyjn/MLUuL3+0aQ9/f+YQjW4fumHgNltQDR2v2YpJEqd6KAzDYCQW4a2eSzS6fXyhYS3/9egHHB3po8blxWOyLOk9zTAMovEkf/Psfn751ol5HUMQ0qV733xsBw/dthqHbfm9HvpHgvzn7711QwH1dKiazp8/sw9NM3ji7vXYbtLgIqn5GY0emvq7aoQZjx/LaN8C80Z81q3cSJHylWuaDyhWHgJXJGaFqT9z1aJzStcwplm+EABJkGZduDSJCtIcKmR5Fp9FDSxcJgsuk4VoKskv2k4yEA3xrzbezjpfyXW/fLMkISDgVMzX3YglSaZsUhllJBZGEtJ5CEkUUQxp6li1zvSDN5xKUO8uwKGYJjMlN9eN3Z+ME04mcJpMSILIWCxKic2BTVm4xkGXw8L6xnKGxkIZlz10Doxz/EIvn9u1asmvee/gBJe6RzKeKCiSxI51NYs8qumxW808eNtq1tSX8rM3jvHOoYsEIzOn861mhTu3NvL7T9624Br/LruFbz2+k5qyAn7y2lEudY/ckEpV33CAv3tuP91Dfp6+bxPlhS7kq5rjK11pBa6mgpnroVsKizJ+P03Tudg9zI9eOcKpS/1Zj9dikrltYz337lhYQyVBENhVWs1qbzG/995zmCWZMrsTq6zwUX8ne5y1xNQUXouVYDItlWkYBuFUkhc6zqGIErvLanCZLDxa18LfnT5Iuc3FnRV1WOWlmawahoE/FOOvf/ERr350dl7HkESByhIPv/X4Lu7e1oglB/oPQtEE//0n79E7HFiU4+u6wV/+fB9g8IV7NuR8Q7ckWLBIxaTkMCbJhzDHtMBAI6UHsciZf0+vRhYdk+VQeW4VbLKZEosbRZSxSiZskhmrrGCTTJgkGZOgoIjpoOGD4QsMxa//bjoVK5u9tZRZZ1ZxlEWJStvSy8fnuZYlaUCwKSburmjgz058yEud5yizOym2XruqndL1GRq3jKneiqSm0RsO4k/EODbSRziVpDcc4IHqZvaW1fLi5XP0RgKU2Zy80X2RGqeXLUUVeEwWRGH5GgQXmre6L2GRZJo8Pg4N9VLt8HDOP8wjtS0L+j53b2/io+MdpNTMNML7hgMcPtvNzvU1uB1Lp2Kj6wan2vrpzqIExqRIbF9GFStBEKgpK+CfPbWHuopCfvXOCfqGJ64L4px2Mw/dtobfeHgbJYskqSiJIvftXEV1qZd/eukQh892EY4k5l3yEookeO6dkwyNBvnqg1tZXVeC2aRM+/2+EVRN53L/GD9+9QgHT2cvFSqKAk3VxXzrsR0L7vJ8dfO5YYAkiISSCV7sOMeDNato9BTwVvclthSXc09lA5quM5GM88rlC5wdH+Lppg00udPB146SKo6P9PPdc4eJqinurWrAvciZC90wGBoL8Vc//5D3jlyaU4p4OmRJpLGqkG8+tpO9m3LDGTmWSPHM60f55GTnor6PYcBf//IjJFHgsTvXZ21auZQUWLbgLlkLhoYgyEjC7FLLgiBRYNnCnRW/mNf7iYIFUVj+ADPP0nFv6VruKlmNWZSRZhHU0QydrsjotIFFgcnBk9U7FtVVO8/CsGSdzXdXNnBmfIiLEyNMJOIUWx0YhkFnyE9UTXFxYgSPefqylO7QBP/z9Mf0hAMEkvG0qZTZymAkRLXDQ1LT+PuzB9nXf5k9ZbXcVlrNs+2n+S/H3ueuinqeblhPo7swq5rtXEYAkrpGfyREJJVkd1k1z7XPb0VxNnasqabI6yAczWySqWo6ZzoGOXq+l7u2Ni6ZBOBEKMaJ1j4GsnD+LS5w0pQDTq1uh5Uv3L2eqhIPP33tCKfa+okn0n0thR47X7h7A1+4e0NWfhHzpbmmmD/9zXv56etHePtgK4Oj8y+NUjWdfcfaGZmI8NUHt7JrfQ1O2/XZyPmSUjXaekb58atHeP9I27wmvmU+F7/7xd2UFS6OT0RK1zk3PoxFkpEEgRZvER2BcWJqiv5ICJuiMB6PoukG44koL1++wIHBbp5qXM/OksqpayUKAr+1eitJTeP7549Sap+UqBUWZ6KuaTrdg37++pcf8cmpy/NSMDMpEmvrS/nGIzvYub4mJzweYokU7xxs5ZnXj837c50NqqbzN8/uBwQeuWMtzhwoAZsOUZAz8pu4QrqMRUaUcs9fJU9uYpbygeStxJIFFooo8bXmTSiiiNuUXs3WDYM/P7mf4yN9IMAX6tddt58gCCiiiMdswWOysM5XyipPEXWuApwmM32RAN89d4RjI3081bCex+tW47PYafYU8ZOLx3m/r4Nym4sqhwdZzN1Vo2zYXlyJLIq83duGVZYZjISwKwv/xbVaTNy5tYGeIX/G5VDdA+N8fPIy6xrLKF6CXgtN1zne2su5jsGMJwuSKHLn1kbkHPE4UWSJXetrcDks/Oz1Yxw804nTZuZL92/mgd2r8TiXLvvjdVn5/Sf3UF3q5dm3T9LWM3JD0rjnOgb56198yPB4iM/tXEWh137D/UDJlMqFzmF++tpRPjg2v6DC7bDw1Oc2s3MRy+Hiaorvnz/CfdWNDMXCnBwd5E+23IE/EeOt7kt8pXkjgUSc9/s6eLCmiVXeItb5StlSVH7dNbLICt/ZsIsdJZWs95UumqNrStW42DXM3z67n+MXeknN43dvNStsbqnk6w9tY0tLZU54DMQTKfYdbeN//vxDYomF7auY9X2TKn//64/RMXh071pcC2S8uNQYhoGu6ei6gbKIkuJXMn1qSkNWlsfbJE+ePDfGkmqxltquLeWQRJG7K+upcrpZ4y3hror6afercnr4d1vvwSRdP9wym4vHalfzWO1qVnuLpjThy+0u/njj7dxT0cAqb/GC9h8sN/3REMPRMJuLyhEMODk2wMbCxZFNvWd7M79+73TGTdyqpnP0fDcfnyjjob2rMc/hbXCjjPojfHLqMl2DmZdBWcwyd29rXMRRZY8gCKytL+V3vrCLmjIvFSUebt9UvyyNrrIk8tgd66gs9vCjVw5z7ELvDU3GBkaDfP+lg4wFIjx+xzoqb8CUMJFUOds+wE8nzf3ms/JsVmTu27mKp+7bOK8xZIIgCLjMFv7uni8C6QnTv956J7Ioouk6awtKsMjy1PhFQaB60hB0Jq70XSwWyZTKidY+/uHXH3O2fXBeAaXdamLX+lq++uAW1jWUL3j523xIJFX2n7zM3/zyI/wZ3sc+iwDzLg2MxJL80wsHwYCH965Z0oWC+aLrOpFwArvdjDiZberrHmNiPMKGbXVT2yQTKrIsIX+mzC2VVBkbCaGYZAoKHVMBwvhoiFRSw+tzYJrBLyYSjnPiQAc77mzGZMqvdOfJs9JYdpOHz9etnXMbSRBnrIEWBYHNRdOrx0iiyNbiyhsaXy6y5zOTi40znP9C0FhdxMbmCj442pbxg7V/JMi7hy/SWFXImvrSRVuxjCdTfHLqMkfP9WTlsNxUVURj1fwaDxebmrICfuvzOxEQln2ld3NLJaWFTn7w8mHeP9KGP0tviKsJRRL88q0T+INRvnD3BlpqSzBnsfKZVidKcexCD8++fZKDZ7LvqYB0X8XujXX83hd3Y1oix3VIBxpXSjElUZzKSCyXNPNnMQyDw+d6ONs+wMWu4XllgZx2M3duaeDLD2yhubp4EUaZPcmUyienOvnbZ/czND4/Ezyfx05FkZsRf5jB0eC8AoxgJM4PXzmMYRg8cvvaJQ0uDMMgHIwRCScoLHZNBQHJhMrYcJDgRBSTWaa4zIPNkS5XjEWTvPvySe55dCNOlxXDgNPHumg91TMVWETCCc4e76KmvpiyqgJ0TScUjKGqOrIs8vG750glNe57fBO+onTZ1MEPWhkdCnL/5zdTUj59ID06FOR//qeX+Pvtf5gPLPLkWYEsf+FrnpxGFAS+eM+GrCaBACcu9vHKR+cYHAvO20V5NjRdp7VzmLcPXqQ/i94KQYDH7libEyupMyGJ4rIHFVcoK3Tzh1+5ky/fv5mqEs8NHSularz+8Xm++8IBDp3tJpZIZfTZ0CfVid4+2Mo//voTDsyjURvSv/vNqyr5ztN7llRcYCWg6Tov7jtDa+f8ggq3w8L9O1v4xiPbcyaoiCdSHDjVyT/8+mN6hybm9ZkpcNt4ZO8a/vg37uap+zZRUeye973DH4zy09eP8upHZzPOAN8ohmEQCsT44M2zvPPyCaKRtBCHpum0nunl7ZePs++N07z14nE+ef8CwYn04kE0nOCVXx6ip2OEkcEAo0MBYuEEyaTGyGCAkcEA3e3D7Hv9NP094wAkkyonD1/mk/fOYXOYqawtor11gI/fOU84mD7f4YEJRocCqLOU1sqyBAJIcn56kifPSmTZMxZ5cp/NqypZXVfK8dbejPdJJFU+ONZGkdfO5+9cv6DNx4Zh0Ds0wcsfnuVklhKj5UVubttYt2BjuRWwmmW+8fA2igucPPfOyaz6WT6LYcDB010Ew3HC0Ti3b2nAbjHNWEut6TqDo0Fe//gCL+47w+BY5kHkZ9nUXMkfPL2HqhJvvnb7MxhGenV/PnhdNh7Y3cLT922i8gaDz4UiHE2w/+RlfvT/Z++/w+O68/te/HXa9IreeyUA9k6KKpSoLq22SNu89q7XaWs7PTe5ub/c3CS/JE5yU5zm2Ou4rNfrXW3RFvUuqrKIvYHovc4MppdT7h9nMGzoBEhKwut5QAKDmTNnDmbO+X7a+/38UXqGp1f0fvW57Ty4p4XP3buR8kIvpQUeZEnkJ6+fYnA8tKKEyVQoxl+9fAJBEHh439q3RUXCCY6+28nhV87iy3fmKruxaJLj73chiHD3Qx0M9U7x9stnKK/Kw+t3IskiRWV+Th7pweG0omk6o0MB0qkM771+HoB4LIWsSNidZpuxrhmMDgYYHw0hSSKbdtQyPRHm/MkB6ppK2LClimQ8g9fnxLqY7LABqqqRyRq0zh5pWZbumKTLOuusMzfrgcU6i2JRJJ66byOnu0aW1XI0FYrxy3fOYbMoPLS3Neu2e3P7YhgGo1NhnnvrDG8d61r2YujRu9rwuj6dxolrhSAIyLLEg3taKM5z8cNXTvDhmb4lGfvNx4Xecf745x8SiSU5tKcVr+tG+dR0RuNS/zjPHz7Pqx9dIhpfmuzxXGxqKuOvfX4PrbVr15r3WSTf6+DRu9r4/H2b1kxda7mEIgnePHaZv3r5YwZGgysKKrwuG/fvauLz922ivNDUzfe57TyyfwOyJPLsaydXvO3xQIQfvnICURR5aG/LmlbP4tEUqWSG6oZiYldVSdJJFTWjUdNYTENrGVabwuHXzuUqCU6Xlcee3kEilkLXDd566QzVdYW0b73Suuz1O6hrLqG03GxpEgSu+QxbbQq77m7G4bJis1uy1ZM4lbWFWGwLLz1SyQy/+uGRK4PihoEv38Wuu5rx5q29Qt4666yzctYDi3WWxK72ajoaSjl5aXhZjxuZnOEnb5wio2o8uLeVojzXivvKNV1naDzEc2+d4aX3LxCOJZf1+KoSPw/sal5fWK4QWRLZ0lyBz23H77HzxtHLRGIrX+wPjoX4s18dJRJP89S9HdnAU8AwDMKxJO+d7OHlDy5y7PzgipWpBMGsVHzziZ10NJbdEbKna41hsKJ2puUgYM4efO7eDj53z0YKb4EC3FKYDEZ55cOL/PT1UwxPzqyo/cntsHLPtka+eHAzVSXXzgF4nDYe2tuKLIn88JUT9I0G0FdwrEenwvzo1RNIosADu1vwrpFaVF6hmwOH2jn2fhfH3r2cu93ttZNX6ObCqQHi0STjIyEqawsoKDaDQ6vNwu67TV+kcyf6GR0MsHlHLZW1186mKRYZm2N+YZS8Ajd3PdCOAMRiSaKRJP4CN7ZFTAN13SA0HcvNgxi6jiiKqNrKkxnrrLPOrWE9sFhnUQRBwO2w8uUHt9LZP0k8mV7W44fGQzz72kmmQlEe2d9GfUU+lmWqRSVTGc73jvGrw+c5fKKbcHR5QYUoCDx5Twcl+e71asVNIEkideUFfPOJ3fg9Tl587zzj0ysbigWzqvWDl46TSKV55tBW8rwOuganeOWDi7x59DLDkyt3RxYFgR1tVXz9ke1sbi5fsRLVJw3d0EmuoaSqIECh38WX7t/M4wfa8Xvm9h+61QxNhHjh3fM8f/gcYyt8TzrtFu7aUs/Th7ZQWz63O7zLYeWBPS1IkshfvnScvpGVBRfD4yF+9KrZFnVodzNu5+oHFxaLjGXO+TgDQYCBnklCwRgzgRj1LaWI2cB+9hzZd3mc577/AUUlXlIplePvdwHZhX8giiRJfPnbB7DP8RYIBaJoqo43z4ksS4wMBDB0g/xCN4pl4c+i3WHhG985mGuzMnQDwzBuUJ9aZ5117jzWA4t1loQoCmxvreTQ7maee+vMsh8/GYzyy3fOMTge4u5tDezZWEOh37Wop4GqagxOhHj/ZC+HT3RzrmdsRS04m5rKuHd7w2dmcbmWiKJASb6bZw5twe+289xbZ+gdnl7x9iLxFD9+7RSxZJoNtSW8cfQyx84P3FSrlSyJ7N1Yy1cf3kZbfcmyA9lPMqqmMxNdm+FgASj0u/naw9t4ZP8GPGuwGF4umq7T2T/BL985x1vHLjM9szL1ModNYf/mOr7y0FYaKhc2z3TaLBzc2YQgCHz/hWNmcLHM8ogBDIwFefa1E8iSyMFdTbjst0ZeemQgwMjANFv3NLBldz2hQJSXf3qcrouj+AvMhf/FM0O88OOjlFXmU1Lho6wqHzF7vo6GE7z6ixEKit3YnTfucygQ4/ArZzEMg7sf6sDrd3Hh1AAev+Ma+dl5EQRESTQHuddZZ51PFJ+dq+06N4UgCDjtFr5wcBOXByY51zO27G0kUhk+ON1H30iA4xcG2dhQRmttMVUlfjzZHnvDMFWApkNR+kcDnO0e42z3KBd6xla8YPC6bDx9aCtFeevVitVCEAT8blMxx+O08ZM3TnG2a3TF20ukMvzqnXN8eLqfkZuoUoBp0Hbvjka+cHATTVVFWD5jWc50Rltxxn4xCv0ufv3xHTy0t/WWLYIXIpnO8PGFIX725mk+vjBINLG8auosDpvCPdsa+MpD22hcoqqVw2bhvh2NiILAn/3qyIpmLgwD+keCPPvqCWRZ5N7tjTgWaRNaDQJTEQwDWjdW0NJRga7rvPvqOaYnwmQyKslEisOvnqWoxMt9j23mxR8fJZXMcP8TW7FYJN5/4wKaqnHfo5tRrvt8haajvP3SWboujLBjfyOKRabv8hjH3u8yWxGvq4qss846ny7WA4t1lowoitSU5fH1R7bz+3/1DqPLkHm9mtGpMGNTYU5cHKKiyEeh34XPbcdhU9B1g2giTTAcZyIYZWg8tOxZimv3WeDxA+1sa634TPTX30oEAdxOG/dsb8DttPLsqyc5em5gxYpR6Yx200GFz23nob2tPHlPB1Ul/s/k3zyZytA/Glj17Rb6nXz7qT08sLv5lix+F2MmmuDwx90899YZLvVPrLjCZbcqPLCrmS8/tJW68oUrFdfjsFm4d0cjoijwxz//kMGx5atF6YZB9/A0P3rlBIoscWBrPbY19m/w+Byk0yqd50fw+J1Mjs4QmIpkqxUygiCwc38TVfVFuDx2Nmyu4vVfnWJ4IEB5VT4nj/Sw595WGlquGLPqhoGu61w+P4LTbWP//RvYuKOW8eEgL/z4GC63jWg4wdsvncH1pR0UFHvWg4t11vkUsh5YfEpIqxqnh8aYSSQRBCjzeWgqLgADpmNxwokk+S4HkihiV5QVL7gUWWJnezVffXgb3/3ZB8wsc9ZhFgOzv34qFAPM3n2LLGEYBqmMtmreF3dtqeexu9pwO6zrF7E1wmGzsKOtCofVgtUi8/6p3hUPW98MlcU+Hj/QzqHdzRTnu3NtG58lDANiiQwXeidWdbv5Pid/44v7ObizCftiUqFrjGEYjE6GeeG987z8wUWGxkMrDmZtFplH92/gmUNbqSpd2Pl8PuxWhbu3NQACf/jT9xhZwdC4rhtcHpjkr17+GIsssXdT7aq273m8dkor/LnWovKqArbsquPCqUF++VcfkU6pdGyroamtHEWRsFhkNu+qJ5NRCU3HcLntWKwyb714mn0HN3DvIxvZvrfxmpmHRCxNOBSnpMLPgUPt1DQW8/EHXXz41kXcXgePP7OLaCTByz/7mJef+5hHv7QDi0Xm0rlhNFVDEMz37/RkBDWtcvKjbqxXqUcZBjicVqobinG5b38L3jrrrDM364HFp4S0pvHxwAiGYZDRNCKJFI1F+USTaU4MjDAUnMHnsFGV52dzZeniG5yH2ZaoB3Y1k0xl+N7zx26qojCLpukkVnkx2lZXwjOHtlBR7PtMLjJvJTaLQkdjKVbLTmwWmbeOd93UjMRyEAWBjsZSnrp3E3s2Vn+m5YQzqkb/6DSjUzdX+bmafK+T3376Lu7b0YjtNgcV6YzK2a5RfvbmGY5dGCCwwvZIAKtF4vP3beJLD2ymLCspu1LM4KIeDIP//qPDTASjy96Gphtc6pvg+y8eR1FkdrZVrdpMWENrGaUVeblhaIfLyo67mqhuKCY6k0CSRUoq/PjyXGiqzgs/OUr3hVEi4QSKIuP22amsKWT7viZqG4uorC28IgWbxem2se/+NnYeaEaUBL7/B28yPRmhbXMVe+9rpawyH8Mw0DWd1355irHhIHn5Lk4f7SWZSOc+s5mMSnNHBaeP9V513jYwdIOCYi9Fpb71wGKdde5g1gOLTwGGYZBIZ5hJJLErMhlNJ57OMBaOMhmOMhwKMxiYIZ7O4LJaCcYTFLpXrgUuCAJet51H97chAH/50scEwiu/wK8FDZUFfOPxnbTVl6wPbN8iLIpMc00RX390B5Ik8caRTlIrNF1bKnarwl1b6vjcvRtprS2+I1p0biexRIp3T65exajI7+K3nznAgW31WOdUF7p1hCIJXv/oEr88fI7e4WmS6ZW/txRZ4qsPbufzBzdSlOdelf2brVxohsHv/+DtFblrq5rO+Z4xvv/CMWwWmc3N5YsKXCwFj8+Bx3etdJPLbcc1h0GfLuhUVBegWGRcbjturx2X24bH5zBbpeaZWbLZFVray9ENg/HhEBs2V+H1O2lqK8frd+ZkvjfvqqegyEtRmQ+LVea+RzeiqTqLmhwZBhabcsPrWGedde4s1gOLTwmiIFDkdpJSVQRBwJMdrAzEEoyEwjisFlTdXGy4bTc/dCkKAn6Pg8cOtOOwW/j+i8cZnli9LOnNUFeRz288voudbVVYldubYf2socgS9RUFfOXBLSTTGd4+3rUiKc6lUFbo4fED7dy/q5nSAs9nPoDUdZ3RqTDvnexZle0V5bn43S/fzf7Nddiyffe3A03X6R8N8KNXTvDeqV4mg9EV+VPMYlEkvvnELj53Twd53tU1W7PbFO7d3oCu6/yn779FbAXD5Kqmc+byCH+RDS5a60pW7P2zEkRRpG1rNa1aJRaLjCiJS/rbC4KAJEtIQHG5n/xCN7JFQrmupctmt1DfWpp7TFXd0obl11lnnU8G64HFp4CMpvFOZy92RaamwM9EOEoio9I9MU2+y0GJ1000mULVdAzAtkq9u6Io4HPbeXBPK/leJz94+eNlG+itNu31pXzjsR3sbKvGZpVv2ul7naWj6wZTM1FOXhzm/dO9nO0aXZOgQpZFtjRV8KUHNrO5uRyP80bX7s8i8WSGl96/QHAVqodFfhe/+5W72b+pLvs5uj3HN55I8+axLn725im6h6aIJ2/On8Nlt/KdZ/ZzcEcT3jmy9auBIytFm8lo/Me/eJPMCqpHaVXj+PlBbIrMtz+/h7ry/Fv6N7DeZMubokjzVjaA9c/rOut8ilkPLD4FSKJIe3kxaU2jc3wKt83KhtIiPHYrmm6QyGRIZlQyqkaJd3XK/rPMzlzs2VhLcZ6b5946w6sfXVpRpu5mkCWR/Zvr+PKDW9lQZ/oWrF+71h5V05kIRDhxcYjjFwfp7J8kGI4TiadI3USrynwU+V08elcbD+1tpbTAc9vbc+4UNE2nc2CSF9+/wM2GckV+F7/71bvZt6n2tgUVmqbTPTTF9144xvHzgwQj8ZsOUov8Lv7O1+5hd0f1mrfMOWwWDu1pIRxL8gc/fm9Ff5NURuX9073YbQrf+txuKop8q72b66yzzjqrzvpV+VOAKAjUFuRhYFCV50MUBGyKjCgI6IbBlsoyDAwMAyRx9RcJgiBgtcg0VRfx17+wj03N5fzw5Y+52Le6yjTzked18Ll7Onh0fxvF+e7PfEvMWmIYBvFkhgu945y6NMTprhEGRoPEkxkSqTSpNRrYtlpkdrRV8ZUHt9JcU4zTbrml7SF3MoZhEI2n+OPnPli2I/31FPqc/O5XzKDCblVueVBhGAaxZJqfvHaSn791lslQdFVEAOorC/h7X72HjsYyLIp0S16X027hqXs3Eo2n+N4Lx1a0jWRa5fUjnXhcNr728HYK/a5V3st11llnndVlPbD4FCAIArJkXigV6dpFtSQIqzL8txQkScTvsXP/zibaakt4+cOLPH/43JqZdVkUiZ1t1Tx9aAvtDaXYLUpuQHCd1SORSnOxb5IzXSOcvjxC18Ak8WSadEYjnVHR1miGAsx2u5rSPL784FYObK3H7bR9Jr0pFiKj6vzFi8duug1xNqjYv7kW220KKj48088fP/cBXYNTJFI31/Y0y7bWSn7nywdorCxAWuK8wGogCAIel42vPLyNSDzFc2+dWdF2kmmVn715Gp/bzufv3YTHtfqKSOPTEY6eHyAaT2G3KtitCjargt2mYFUkrIqM1SJjUWQsioQiyyiSiCSLKJK4rrr3CcAwzDksVZv90nLn8FRGJZ3WSGVUUmmVRCpDMp0hkVJJpjKkMypffXj7+rl3nSWxHliss6oIgoBFkaks9fPrj+3knu2NvPjeeV754GLOs+JmsSgSbfWlfOG+TWxvq8LjsCKKwnrf7ipgGDAeCNPZP8mFHtP1vGtoilRKzV2M1jKQuJp8n5On79/MY3e14XXbkW/hovCThCCYrYA3owRV4HPyO185wF1b62/LoPal/gn+5OcfceRcP4lkZsW+FNdzaE8Lv/XUHiqKvAjCrT9HCIJAnsfBt57cTTie4o0jnSvaTjKl8me/PEqex8EDu5qxr3Ir13ggwnNvnaGzfwIhu98IICDkWkpnj52Q/Ucg+7OQHdwWBURBQMiei8XbcLznI5nKLEulazIY5X8++y5//quja7hXa4eRlefVDcOU+NVNEQTdMJjtyzMwvzcADCPXrmcY5HykjOztoijwzKGt64HFOktiPbBYRbZtqOT/+RsPL+kCL4oCJfmeW7BXtwcx2x7VWFlA3Zf28/QDW3j7eBevfniRnuEA6YyKnj3xLYQgmNsSRZE8j51dHTUc2t1Me0Mplmy7151y8bqTmb1AGFddaAzDIBiO0zM8zaX+CTr7J7jUP8n0TAxVNU0KzQvTrdtPSRTxumw8fqCNz9+3iQK/C2k9aFwQWRL5tUd34HXZ+Z/PvrtsGdbifDe//cxd3L21PjubtPbH2jAMNE1ncCLE9188zhtHOoknM6tmjOlyWPnaw9t48p4O8jyO2/r+EQSBojwX33l6P5FYkmPnBlY0cxFPpvn9H7yDy2Fl3+Y6LPLqtXTphmFmrtdgLuqTiKYbzESTKzaA/bSx3gmwznJYDyxWkeI8N8WrpIn+aUEQBGRZoiTfzTOHtvD0A1voHw1w/MIgZ7tGudA3QTAcR9P13KJCAARRwG5VqCz20V5fyubmCtrrS3E7rddse50rGNkgQDcMdF1H1w003fw+kcowPh2hfzRAz3CA7uEpeoanmQ7F0G6DS/bVCAJYZNkMKO7u4IsHN+H32LO/W/8bL4YgmJ+Vp+7diMth5T9//20i8cUXRAJQUuDhb31pP/dsa0BZxYXqfGi6TjqjMTo5wy/eOcvzh8+visHmLJIoUFni5699fi/7NtVivY0yuddTVuDl73zlbv7VH7/Cxb7xFQXskXiKf//nb+B3O+hoLEMS1z8j69z56IZBRtcw0M0qWK4SNlv3Mt/HuqHDPGG3OSdqoBkLX69E1hNRt5v1wGIVWX8zz0+ujC5AbXk+teX5fPH+zQAkkhkC4RiReBoBA0mS8Lvt+D2O9UzJdcwGDZpmmKVt3fxf03Qyms5MNMHoZJjhyRlGJ2cYmphhcCzIRCCyZoPVK0WSROxWhZI8Nw/saeHxA223Pbv8SWVWQOH+nU1IosDv/+BtAuH5Wz8EAUryPXz7qT3cva0ByypJUM+HqmokUhl6RgK8+N553jjSuerZYKtFZltLBd/63G421JXcstmypWC2YUFNeT6/85UD/N6fvMbAaHBFlYvATJx//+ev8y+/8xi1pXnr6nfr3PHMZOK8NHKKwfg0Ltlmfik2XLIVRZCRRQlFFJEEkag693khpan0xiZxKvP7cImIVDnz8VtW159mneWxHljcIeSy9Z/Bq4TdplBu8930dj7Jx3C2RUnTzRYRLRs8qNmgQdXM/2PJNNOhGBPBKJOBKBOBMOOBKOOBCJOBCLGb1PlfawQBbBYFl8NCY1URh3Y3c2BrAw7brR8W/jRisyrcs60BXTf47z96l+mZG+eaZoOKX398Jwd3Nq2ZZK9hGKQyKtF4ms6BCV567wLvn+4lEkut6vMIAnhddg7tbuGZB7fc0bKssiTSXlfK3/jifv7z999iPLAyYYvuoWn+y1++zT/91gMU5bnWPzvr3NHE1TQfTXVxePLSircxlgzxny++uOB9rKLMP+v4PA+VbVrx86xz83xqAotEOkMiYw79WWUZh0VZcsZK1XRmEgkMQBYlXFbLLRtSMgyDRDpDMJ7AblHwO+x33EVCNwxiqTSJTIZURqPQ7cB2hzhap1SVSDJFPJ0hkc5Q7HHhtd8ZhmmzgY4ZKBi54GA2WLj6+4yqEU+kCUYShMIJgpE4gXCc6VCM6ZnZrzjxZPqWzjysFhZFwu2wUeBzsrW1gnu2N9JaU7zuQ7EG2G0W7tneQFrV+O7PPrhGNEEQoDjfw9ce3s6De1qw36QR2lyomk4skWI6FONczxhvHLnMqcvDa+Jto8gS5UVenrp3Iw/vbV0z07vVxGqR2dlWxa89toM/+un7K67cfHSmjz/95Uf8rS/tx+Ww3hHnvHXWWWedT81V/eOBEQ5f7iOaTLG1upx7W+rwO5Z2kZmKxvju4aMkMyrV+T4+t2UDhe611wvXdJ2JcIy3O3t45VwXW6vL+PruLfgcqy8neDOomsaPj53l3OgEI8EZ/vb9+9hVV3m7dwuA/ukQP/v4HB/1DjIRifH3D+3nsY0tN8jurjWapjM1EyOVVrMBhIaqmv3kkXiKcCyZHQZMZL9PMBNNEo4mCUUTzEQSyx66vdOxKBIepw2f2059ZSF7OqrZ2VaN3+tY96BYY5x2K/fvbCKd0fizX37E9EzcDCryPHz50BYe3te6qiZxumHklHcGx4IcOTfAeyd76B8Lron7ugC4nFY2N5XzxYOb2Lah6hPlX+NyWLlnWwPj0xF+8vop4smVBV0/e/M09ZWFPHGgHcsCTtfrrLPOOreKT01g0TMZ4IXTl5iMxrBbFPY1VC/5sdFUmjcv9TISCrO9ppyHO5rXcE+vkMpovHWph99/4wNC8QSjM2Gq8nw82N6IVb5z/jQCAj89cY6uiWmcFoXj/cN3TGAhiyLDwTAXRicB6BybItSQpNB9a3ss0xmNl9+/wJGzAwQjcSLxJJFYivgd3pq02tgsMl6XOR9TU+Znc1MFW1srKCv0fqIWfp8G3E4bD+xuJp5M8+yrJ1BkiS/ev4lH72rD5Zi/T3mpGIZBMq0SDMeZDEbpGpzig9O9nOocWdWB7OuRJZGyQi/37mjk8QNtVBb71+y51pJCv4vH7trAZDDKm0cvk8osP7FgGPBHP32fmtI8tm+4M87J66yzzmebO2f1epPIopgb9HXbrFiWkbGWRRGPzcoIpqHcrcp2O6wKm6tK2VJZyjudvfRNh3jx7CUaivJpLS28Y0rbkihyT3MdXRPTpFSN00Nj6LpxRwxWl/k8lPs9OZfxnqkgwXjilgcWdptCe0MZbx3vomd4ek2ytHcioijgslvxe+zke51UlfjZUFfCxsYyKop968HEbSbP4+CR/RtyrZ1P3N2Ox7nyiujs3MRUMMZkMErvyDQnLw1z+vIIo1Ph1drteXHaLbTXl/LoXW3ctaVuVasut4Oq0jy+cHATgZkYxy8MoenLV2gTBYGPLwyuBxbrrLPOHcGnJ7CQRKTsQtemyLnvl4IgCFizC6BZo59bRWNRPk9sbqVnKkD/dIjj/SMc7x+mrtB/x8wxCALsra/iu4ePouo6A4EQwXiCfJdjwcfN+iBouoGYPa4LBUuGYTAcChNOLG+4M61pWGSJZEZlMBDi3PD4gl4iunHFOKjI7aTUtzp+IltbKvjNJ3fz33/0Lj3DU5/IWYil4LRb8Hsc+N12Cv0uasvzaakpoqm6iCK/+44IOJeKqupMZhfERYUepE+hAVRxnin1rOsGtpucqTAMg7HpCD946ThHzw0wMjlzS97nkihQnO9h/+ZaHrurnabqok+FGpIoCLTWFvOFg5sJhON0DU4t+bGCAHXl+dy/qzmnsLfOOuusc7v5xAUWqqYTTaUwDLMyMZuJkyVTqgzMCsRcC9ih4AwXRidNwzXhiqPoVCRGJGX2uIbiST7sHsQ1mwkzQDOMnGtldb6PuoI8rKskzyhLEtuqy7mvpZ5Xzl2mrjAPr91GWtWxrWFc0T0xTdfkNJklehjMJJIIgll6D8YTPHv8DBV+77z3vzqoSKsa7WXFNJUUYFkgg60bBi+e6eS9rv5lvZbxcDSX6RsOhfneByfw2OfPyuqGgappCKLAk5taeXrHxmU930Ls21zHTCzJf//h4VVzGr/dOO0W8jwO8rwO8r0uKoq91JXnU1eeT2WxH4f9xqxxJJIkHEkgZiuJYtbJdy2wWGScDgvyCqoj8USKX754itBMgl3ba2lpKqG4aP739e3GMMx9DgRijE3M0NRQjMe9uODD6snJCsiiSDqjEZiJ35KgwmW30NZQysEdTdyzvQGv684f0F4OiiyxfUMlY9PtfP+FY0wEo4s+xmaV2dJUwRfu38TejbWIt1BaVxAwP9fZa6hpYGomjYTsHYTs/dbsQ7/Oosyaopru2kbOUVu/xpF7cZPaddZZLp+4wCKSTPHO5V66JwJU5nnZXFlKfVH+NQ7MkiDOORz68cAIv/fC2+Z9pOyJEVB1nZmE2RPcMxng37/8Tu7xumFKfmaykp9f3bWJ39i3dd7AomcywEgovKwPq2GAVZZpLS1iW3UZLpuFk4MjyzksuKwWtlaXL/n+73b180fvHCGUWHov9OxLCsWT/NfXP1gwY3i9Y/Pv3reXqnzvgoGFAYzORPiod3DJ+3Q9aVXjwtjkku7rsCgcaKxZ8XPNx6HdLQyOBfmLF46TXkHf9O1ElkQ8Lht5Hgf5Xif5XielhR6qiv1UlfqoLM67xqRwPs5dHObtdztNg0TJDC7WYokhiAIb2yvZua122YGFYRjEYinefvcSI6MzXO4a57f/+n23NbDQDQNV1UinNdJp0wk5mcyQSKSJRpPMhBOMjYfpG5jiUucYX316Fw890HHLsveiKFBW6OU3n9yNYRi8fqST9Br5o8iSSE1ZHns31XJwZzPN1XdOe+hqMzvMPToV5leHzxGNz1+1LfK7uGtrPU8/sIWqEv+qVAhddgutNcV4HDYkSTQTdVf9L4kCkiiaX5KALEmIolmFNn8vXhNczPp2rM2nfp3FMLgiYZ77PmuYer3/kZpVLZz92VQw1MzbVfP3unFntD6v88ngExdYhJNJ3uvq55enLlLicfGd+/ZQV5i3pMfKoohNkdENsllUsg6QV4IScyEkIWV/NgAFA6tuBhgWWVrwZPleVz8//fgsKXV5F9vZRXj35PSyHgdmxqixuGDewGL25HJ1sCWLIggCmm5Q5nXjW1WZWwM9mx3RdFNS1euwzRns6bphXoCyFyS3zZrbv6biAjZWlKzSPl1htgIlCQINhfmrvn1ZEnnm0FZ6RwK8efTyqm9/tRBFAbfDalYjfE7yPU4K/U6K892UFngoK/RSXujDZl2+e/H4RJjjJ/owDCOX3WSBDGYqlSEYjIEA+fkulAXEC1LpDOFwAlXVyc9zUV1VgKwsP2OraTq9fVOMjs5gtym0tZZRX1u47O0s5XmGR4MMDAZy7ui5bOGsX4mqkVE1MhmNVEolkUyTSGRIJNNEYykikSSBYIypqSjxRCp3vvj58yfY3FFJWdmtG2AWRYHSQg/feHQHiVSGdz7uXvWZIr/Hwa72au7d3sCu9hrsa1m+vUMoKfDwyL5WxqbCvHeql8wc15DGygIeuauNR/a14nWt3jm7tMDLM4e2kNF0FFlCkSUs2f9l2QwwFEkyE3LrC8xPFYZh5AxWVU3PnYvS2fNRWjUVDm/GcFIUBByylXyrC6soo4gyFlFGESTkrDGeKIgICHRGRglnbjT3tEkKVY58PIodzTBQDY2MrpHRVdK6RkpXEQBFXNtlbUxNcTG8tMRvXFt9ie1PAp+4wCKWShOImW+6Yo+Lcp9nyW/4puICfuvAjlzmZbaUG4gl+NHRM/RNB6nM8/KVnRtxWq+0d+jZRUBG02gsLsBhmf8il1JV+qZDJDMqNkXOLZTXglRGJZxMIQoCBa65h5WjqTQXRycwgC1VZWZAgdmzPBs8HWytZ099de53s8wkk7it1mVLgxoYuYqFWe3RaCzKv6HKc35knIlInN11ldiyv3Nle8AtssTe+ip++749y3rupaAZVzIyq9XSdj1el41ff2wHnX0TDE/OrMlzLAdZEvE4bdl2JmcumCj0OSnKc1Oc76Y4z43fY0deBfGCDS1lfP2ZPWZWUxIRRGHB1oiu7nF+9suPAYEnHtk8b9VA03TOnh/mtTfPI4oGG9vK2byxckWtPqmUytvvXsIAyst8PHKoA5dr9aWeM6rGydODPPvTo+jZ3gQzqDByGcNMRiOTVsmoes7/BEzJXp/PgdNhxWG30NRQjNUmY7dZsFplrBaZWPzWX7wkUaSqxM9XH9pGOJbk4wtDq7JdWRLZ2FjG3dsaOLC1nrLCO7ctbS1oqCzksbvaGJ+OcKFvPHe7LIlsaa7gqXs72LupFvsqD6077RbqKgpWdZvrfDIQBAFZllbUSrpU3LKNQ6UdbPFXY5MsWCUzsLCKCrIoIgtSrpX9P1z4Fedmhm/Yht/i5PGKrbR7K9EMnYyukdZV0rpKSs+Q1DJkdI16V9GavQ6AqVSUnw8e5zX57KL3DaQWb2v8NPKJCywiyTSTEbN3vcLvpTJv6ReehqJ8GopuzFAPBkK8fqGLvukghW4nD7U3kedceDB5PqyybJaCgdbSIj6/tW1F21kK50fG+eHRMwgw5wI5mkpzuLOXHxw5jcOi8FsHdrClsixbrbnSLtZSWsSBppprAjRV0/mjw0fw2m1sriyjqbhgVU0DTw6M8Cfvf8xgYAaLfBc7ayoQhCuvQ8C8mK7Vwh/WNgMqCAINlYV86YHN/LcfHUZVl6/2srLnBYctOxPhceD3Osn3OrJfTvJ9ztz/PrcdiyyvSRtNY30xjfXF19wWjSbpG5gmz++kqNB9zYXM7bLyixdOArB3VwMNdXNfHGLxFLqmc/rsIIossXtnPeWlvgX3ZSacQL0u+2sAY2MzHDnei80q09pSht/vZDqwvAuB1SJjt1sWHvo2IJnKMDgcxGqVqaspJM/vzGaCJWRFQpHF7P8SFkXixOlBLnaOUlbq49DBdqoq87DZFOw2BZtVwW43AwuLImOx3B7lLVmWaK4u4ukHthAMx+kdDtzU9mrL89i7sY4DW+voaCj7VA7SL4YkiWxtrWRwPEQgHGc8EMFuVbhrSz1fOLiRDXUlqzgvs846twaXYuOe4g2L3k8zdJzy3Mkdq6hQ7Sxko79qtXdvWaT0DP3xpYssfBZZ0RkqratMJcMU2jzE1BSyIBLTUkiCBIZBgW11VHauxzAMZhJJxsPmxT+pqnSOTdE/HeLy+DTJjOkZ0DsV4P3uARRJJKVqtJUVUep131Qpb6nk1miCQE2+ny9ua1+z53rFZuXZY2ezGc4bWxFSGZVL41Mc7x/Gqphu5DZZZkNZ8TXZY0W6cSalezLAT46fI5HJ0FFRwj977D7KVkk9CWAsHOXU4Cjj4SjfPXyUEo+LqnwfsvjpkSeVJZH7dzVz5NwA75/qXfXtO22mOlOez0G+x0FeNojwexz43Pbsl6ne5HZY1zQjtRR6+6f4yc+PIwgC27ZUc/e+ZtzuGy8isXiKSOTaUrgBGDokkmmKijx86ant+H1OWptLF31dv3zhJEMjwWtmfgzDYGYmTjAUx2KR6euf4rt/dnjZr2ljewV37WnE45l/oFgQyMnuetx2HjzYTkd7udlyKYlmgJFtOVFkCUWRSGfeobNrjLw8Fzu31dJQv7ZZuJVisypsa6nkybs7+LNfHSUYji97GyX5bvZsrGV3Rw1bWytwf8ZdpJ12C/fuaKR/NMCRcwPs3VjDU/dtoqYsb1WTO+uss846a8GyAwvDMIhmElwMD6MbBqdD/bgVG4F0FJ/FiVOyrVlgkVI1JiJRIklzsO300Bjj4SgCEIwnCcXNQeS3L/dxengMgIym87sH91Lodt6SwCKlaXMs8dcWA+Z0bXbZLOysreDEwAhHeod4t6sft83Kb+xTcqodpgzsjSpar56/TCieIJbOkFY1LKts2Le1qoy9DVW8eKaTj3oG+aN3jvIPHrrrmnastKpxYmCErslps1w624spCjeVZTeH03SSqkoyk6HE4+ZQW+MqvKprEQQBv8fBl+7fzKnOYWKJ5besKLLpXp3nceS8IvK8DvJ9TjxOm/nlMv/3Zv+/EzOaum5w8vQgJ08PEImmzIrEHH/DTEbjr358BPccLUmzcwmaprN1UzX7djcsqd/7+Ml+Tp0ZnHcOIJ1WOX12iNNnl9/OY1EkdmytwcNCSkVC7tyjKBJlpT7qaxcOFD5Jfexup5V7tjcyNBHi52+dnXM2YC78bju7OmrYu6mWLc3lFPhd647sWUryPTx+dzvbWitpqy+htMBzS5Wf1llnnXVWyrJXIBlDozMyyvtTlwilY4wkgpTY/UylwoCAZQ2H7GYSSQYCMznFpclILNcWdTVjMxHGZiK5nyPJ1C2RRQQocjvZV1+Nqus0l6xtz2qBy8n+xhp0w6Am33fD762yzObKMr6ycxORZIoLo5O8dqELn8OWMwGcVca6mqHgDIcv95HIqPgcNr591w7ynKsr8VjkcfEbe7cxMBXi5NAoL53rpMjjotznzt0npap80D3ATz4+h5SVNJxV/5ptN1sJszK4GU1DNwx211etSWAB5ixLa20x+zbV8sqHl+a8j0WW8LhsZvUhK+ua5zEDCK/LhtthxWm34rJbcDmsuS9ZmltW+U6kt3+KU2cHCUeSNNQXs21LDc453J913eD02aEbvGSM7O903ZxH8LhtGIaBICy+2LIoEoIg4PHYeObzO7Dd5DlqajrCO+91MjwSQpaXMMwqXBsoTAdjvPDy6ez8iVmpuH5BPTgUQNcNgqEYx0/0MTwSvGGz5jHR0XQdw4CNbRWUFN/6mQRBECjyu3h47waGxmf48Ezfgvd32i1s31DJgS0NbGoqo7TQu56Jvw5BgJbqIlqqi8wZpU/I53ydddZZZ9mBhSSIFNm81LqKcco2nLKVBncJoiDgkm2U2ddOnSQYS9A7afbxbqkq47GNzTm/guP9w7x6vovpaJzHN7Wwo6YCSRRJZjJsrCjhcGcvneNTSKKpcHG1PG0onmBsxmyvGgmFczMJ16Nn1RPSmkZjcT67aqvwOa7NrO6qq6SpuCDns9E/HeLw5T6skpQ18Vu+9KbBrPeCjqppZsZd12krL+Z3D+5BQMCqzN0O4rAo7K2vYioS47uxYwRicSajcQqyMySzikxX89LZTvqnQ+iGQbnPw2gozItn5l4UX7+fRnbRrmaPU0tpIW1lRVjnqHg0FuXzzf3b+ee/eI1ALEE0mcLgSmChGxBOJBkJXXH0na2wXO1DMksme2zAVJUyKzE37qemG+iGKbmnSBLJdGbR17ZSBMFUXnryng76x4LYLQp52XalWZM5r8uOw6bgsFmu/G+34LBZsCryJyp7PRfRWJI337lAZ9c4um4qIEWjSTRNR7yu9U1RJL759X1zLpBn5RM1zaC0xLvkDK4kSwgCOB0WHnqgfc72q+XQ2zvF+QujDI+Elrboy6pAgfl5m5yK8PJrZzCMaz0AriYYiqHrBqOjMzz3/Il5q1CzfjEWi0y+33lbAgswZwMaKgt4ZP8GRiZnGBi7MRDyOK1saalg36Y62utLqSzxoazRjM+ngaW2LhqGwXgywn848zpOxcoTlR1sK7jiwq0bBpqhI8A1s3UrRTcMZtIJRuIziIKAR7FR7vTd1DY/6VwOT1Jkc+FRbGsaBI7Fw/RGp0nrGlVOP1Uuf27o+WoimSQnpoewyxbafCU45E+2Q/06nyyWHViIgoBXMRelbsVOOJygOzLGZCqMgUGB1b3IFlbOdCxO10QASRBoKyvi81vbc2pCmq7zftcA08RpKy3mofYmHBYFVTNl0n524jy/OHk+5wJ99WdfN4yc2/NIKMwPPjo158XuysJZ5+H2ZtrLim8ILIrcLorcLsBURHrvcj/fPXw0m3EXc9reyzn3XK1JPWtooxsG//ChAzzc3rRoi5fbZuP+DQ1Mx+KMh6N8cWsb50cmgBsrFpfHp3jtfFeu3Ww4GOYP3zm6tP29yohHzx6nL+/cZCpCzRFYCILAvoYqnt7egW7Aox3NnBwanf0tTquFB9saaS8vNqUOxSsB4fX7o+k63//wFB/0DADwxOZW9jfWYJ9jQWYYV5SrVE2nYBEH8ZtFkkTa60v5R984iCyL2C3mAK7NKmOzKLmM+qeRZDLDm+9c4q3Dl4hEkng9diYmw3z3z95h764G9u9ppKrqiqCCKAps3lg17/D2Sri6+qEo0k23ismyyOy1XBTFJWj1G7mAV8g60Gua+bMoCTkTwas3I8zuc9aMTJJv/IwbhoGqGqbWvKhdoyZ1O7BZFXa2VdE/GuAHLx0nnjQDdr/HzvYNVezfVEdzTRGlhR6syvIljNeBd8e7ORUYIc9q53NVG7FnF4xpTeMXg2cpsDrZVVhzzWNOBob4o0vvU+H08URVBx3+spvaB83QuTgzzn889yYWUWJ3YS2/s+HATW1zITK6Rk9kipH4DLsKa+ZcJE8mo3SGJwink5Q5vDS4C3Eqt2YxPZ6I8IeX3kPVNQ6Vt3J3SQN2SVmT93dXZIo/6nyf6WSUr9Zvp8zhnVPkIJCK86eXjxBMx2j1FvNEVQe7i2pXfX/WubWcnxlCFEAWFk46jCSCqPrcLamTyTAfTl0m3+q65nZJEGnzVpB33e0rYflXWAMUUaLGWYgiShTbfThlKzYpn2B67ZyGE+kMA9MhJqMxvA4b5X4v1gUyOrOZ7dlFt55tF5BFMWuOxzWRvtNy7Ukons4QjCfQDQOPzYrXbsuZ5eWcKxfbacNs55kdNl9tZofVF0MQzNajr+zcRFrTKPa46MlWfkThSsY1rar86NgZuiYC6IaBJApEU2miqSuzAYZhoGUXMLMO5rnfXbWAmsV0SZ//SNkUhS/v3IQkCnjtNk4NZwMLAayyRGtpIS0lhbkqz3wn61RG5bXz3bmfG4vy2d9QvaDc72y2d60RBAGbVaG9oXTNn+tOIhZL8dqb5/npLz5mdDTE5o2VPHJoI109E7zy+ll++ouPee/DLmprCpBEEU3Tl6UEpOs6iUSGcCSBqunk+Zw45zDvM4PntVnECkvoyTMALTt3IAgCDXVF/F//6LFctdB8b1+7kR///BhvvH2Rmqp8vvi57VSW3+jVYwbxRtYLRqCi/NZ5WcyHz23nvh2N9AxPc+byCHs6ati/pY6GqkIKfS4synqFYhZV10jrGpIgoojSDZWE2XNtxtAQAIsoczY4yo/7TtDoKeThirbcZI9VunIpV65LNE0nYxwe76bNV8oDZS03vd8CoBo6pwLDWEWZCofvpre5EDPpBM/1n+bNscs0eYp4pLKNQ2Ut1xyvoViIH/Z8zPnQGI9UbKC43n3LAovnB8/y3ngPM+kkaV1jZ0E1dmltWsJFQWAgGmA4PkMsk2auVYiq6wzFQhybHiCtqXgUO8X2tZl7/bQiIGARZXyKA7tswS7NfikooowkiNd8zV5jdENHw2xPnfXaUHWNhJbOfmVIqGnskmVFlcMXR07x1viFRa9mGUMjpc29PrwcGeNPe95Bvq7SZZcs/KMNj9+ewEI1NC6HR/lwqpMKRz6ngn14FAf5VheyIBHOJOaVC7sZwskUvVNBNF2n0OWk0u9dVkbgq7s283B7U84MbwFJfQA+6hnkD985QiSZ5qH2Jp7e0QEG6FkNep/DTqF7bu+IWURRoLmkgH/yyN0okmkEY5GknGvp1Rzu7OWXpy6i6jr3ttRxsKUeR9ZLwzS4M9B1MzOf0TRSqsrGitIlHwNRECjy3PiGkaUrwcHrF7o5fLmPeDpNS0khv3NwD177lb+lphucGhzlP776Lm6rhcc2tfLoxuZrtqfrRs67Iq1pVOf5sC/g+wHkjqOuXyvJOhscLgXtuiBhtrqxEIJwxctjndVlbHyGF189w6uvn2NsIkxtdSGff2IrO7bVsnVzNZvaK3jljXMcOd5L38AUiiKhqmbQ/j//6E2KitxYrZasa7dZZVJVnVQqQyqtkkpliMfTJFMqqqrR0VbB5x7bMmdgIVxXDbjlGOTcqQUBvF47LU0LB5l5fqcpHeywUlNVcMeqQl2PIAhUl+bx7c/tJhxNUl7kxe9x3JGCArebizPj/I+L7xJIxbNtSlfCy1yVGvOac6ishaeqN6ID0UyKzHXnyqsXCde3xoiCgCJKWCQZu3zzC15REHDL5udMEFhTURTDMJhOxXhl+CKD8RAiIoog3vBx1gydqVSMgViQcCZ5y6p3F0LjvDbaSSAdRzcMTk4PMxgL4rPakdbgpGOXlNx1TRHnNuuNqSk+nOwjqWUotrk5WNZE5We8VW25FNs8fKv+Hr5Uteu6AOJKEDGb6Lw6LWTqc17leJ79XjP0a74soky5Y2nGzlczlYosfqdFiGtp4nMIydglC4lVMvRbwYyFRKOnDIuk0Bke4cHSzUiCSKO7FEkQc21Sq43fYedruzexoayISDJFQ9Hy/iiVecvzvBgJhXMKRYVuJ21lxYs84kYEoNzn4fNb269z+eaGE8L4TCR3wqjO83GgqfaaRf1sZiLn2msYWRfwlTHbTiWLZpBzamiUHxw5zXAwjCJJfGv/NvbVV1/jI5HRNEIJUwZUkSXqC/PYdp3bd+4Dld3+9VWNpTJ7oV0qGU1Dvepia5XldYWZ20AsluLDoz28+MoZOrvGiEST1NcW8bVndrN9S022BUxhR1ZC9fNPbuP02SHOXxims3uCqakIJ88MZgOK7OyBQG5OYdascnaQe3b90N5ajsMxT4byNr8PDMPIBRaiIOSkZz+tKLJEbbnZ3nYrlPg+qUQyKc4FRxlNhBe9b5uvhIyuYxPNFrLrzUxnz3VzJUtEQUASRORsgHGzCAi5ComAsGhbxs2Q0DIcmxpgJDGDQ7awo7CKXYU1NyTUzIWfkPv+VrTZhdIJftBzjPOhMSREfBYrM5kE/+7s6/y77U9S7lhe8vN6ktqsk7Q0ZzAx12yFAcykk7w+0okA1LjyeKCs+VMl434rsEoK1c51w8iVsqIZC7dso9VTTpUjH6tkAQwsorKmCzmLLFGZ56PY4yajaXP2zl+PbhhcHJ2gyOMiz+m45QtNQRCQJQnXEpyMJVHMZVUlUUSRRCxrsACZjsZ57UIXPzp6hqlonHynnUAswQunL3F6aBRV1/nS9g521VbO+fwZzVy8S4I4ZyXiSjVIYLl7bwAT4SvtdJIokNE0BoMzudat+YgkU9cMeXdNTPN2Z++CajOiIFDqddNa+snIBn8S0HSdkdEgFztHicZSbGqv5CtP72RzRxVW65X3i6JIFBV6KMh3UVdTyI6tNfT2TRGJJrHbFNIZlXg8TTqjkU5r6LqWm93RdQNdy5abNVNQYcumKjzu1VUuWy0Mw5S0hew5ISu0cOHiCD/62TFU7UbzxJ7eSTRNp6d3kv/x3TfnrMQAlBZ7+evfuvuOM5NbDygWp9lbxL/Z/jhgLtB/NXiOZ/tOsC2/ki/WbqbC4UMzdFKaSondg9diY7b4Jl2Vtb9+8Xp90mo2o2omfFZn369e1C6hKXjFhNIJnh88j2YYVDn9PFHZgUuZoyq5jG1emhmnwVM0pyLiUlF1jWd7T/DGaCdxNc2Xarawv7iO/3TuTU4FhvkXJ1/k325/Er/FvuLg4uT0EN/vOUo0k2ZXUTVPVW26Zn/n2mpay3BiepDe6DQ+i4M9RbUU29du7nWddeZiRfVpQRAYT8zwJ91vIAgCVlHhqcqd1LtLVnv/rkEUBGyKnBvYno9wMsWLZzp561IPF0Yn+Nv37+NQW+Oij1sLMprGmaFxUqrKztrKG2Q0bxWRZIrDl/t49tgZzo9MEEul0QwDu6JQ5HZxb0s9F8cmkUSRp7d3kO9y3HBCNAxIpMy+PVEUVu146obBsb5h/vKjk3zQbQ5fzyqYJDMq73b28QdvH1l0G/Gr1J1++vFZfnX6AgtdcqyKxKMdLeuBxSriclq5+64WhkdDxOJpvvyFnTQ1FKPMo1omiiIup5WRsRB/+v13MQz4J3//UVqaSsw5JsMUA7h6RWRk/7m6imezyshzDDhfzdR0lH/4T59Fkm7uM5hMqYyNzyz5/gZGLrAQxSsVi+BMnGMf95FI3lh+1jXzdc+E45w6Mzhv0aWlseS2D22vszJ8Fgc7C6oBgUgmyTtjXQBUufzsKKim3O7NtVOImJVf1dBN1/hEmOeHzuHI9vLH1AwCkNQyfDDZRyB1JUFzYWaCjKFnK343BrErYTZJpxsGKe1GD6Xr0XTdnCdaxiI7pakcnx7kVGAYu6Sw0V/GxrybGzwfjYf5B0efY3t+FX+v/T7ccwQpS+HVkUv8fOAMk8koW/Mq+HLdVpo8ReiGwb84+SLvTfTwz0+8wO9tfyI3YL9cJpNROmcmGYgF2VVYg01a/HobzqT42cBpNEMnnEnyve6j/HzgzJKf87dbD3B/WfOqtMytlPkDVWNNg9h1Vo8VrwwVUWKDt4I2XyVdkTGqnYWruV83xZ+8dxxRMA31VF2na2KajvJifnX6IggCVtlUGFroFNc5PkUio2IYBicGRvjjw0fRDIO0ppNMZ7i3pY6NFSU5P4j5yKgab1zs5qcfn6O2wM/B1nqe2NxKgWvh+YzVwDAMgvEEb3f28ouTFzg3PE48k8kNewqYJnpOq8Luugoai/LRDZ2agjzEOcqsumEwkzRNCEVBWHR2YjHCiSSvX+jmuZPn6RyfIppMX2lnEgQkydxHPfs6lkMsnSG2iIysTZHR9NW50K5jIooiFWU+/to378YwDHxex5Ky6ZIoEgzGQQC7Xblpr4m5yGQ0OrvGV2FLxrIyv4Zu5HpaBUHAkg2yZtsiHQ4r+3bXs7G9cqHNXMMf/ek7BAIxBFHk9g6QrLNSzDZR870QU9OE0uY5Lt/qxG+xz1n1SWoqumFwaWaCf3/m9dztRvYrmknx/e6j11QUNEMnqamohk5mHqWY5XB1wimtawTTcQzmfxfGMin+vPsoFQ4f95c1LXmhPZNO8BfdR8kYGuV2Lw+Ut9xUK5cB/P75t+mJTNMXCdAZnuAP935l2UPeH0z08mddR+iKTFLm8PI3W/bT4i1GESUeKGtmLBHm98+/zeujnfzT47/iX297HNsKFuozmQRxLY1DVtjgK8atLDy7mtE1Pp4e4shkP2D+3adTMaZTSxfV0Qz9trcQzyeoYizwu3XuLJZvkKdr9EUn6IyM0B+bRBQlhmJTfDh9GUWQqHDkr2goZanMZucMQNV0eqYCvHLuMi+fu8xQ0MwiJjIZBAH8djt3N9dxsLWetKbx7LGzhBLJJV2GZxWgwBzkPtY3nHteMKjwe2grK1owsDAMg7RmukcH4wliw2nyXQ6+tmvzoq/RbPm4cdF7/ccqZxY3x8lgJBThD985ws9PXiCjmXKUVfk+vrStg8sTU/zy1EXcNis2WSaj6ZT53CiyhCSIpu75dU+m6jozWXdzMJWYJuZQvJqdsVB1nWQ2OCvxuHHbr2SHXj53mf/6xvsMB8Kks0Z1kiBQ7vMwHAqbKiiSlG0nMy+SDovCgaZaHm5vuuE5Tw+N8cKZS4zORCjzuvnKrk1U5fnmPL7vdvXx7LGz5nOssqP4OmZw4feZs1aTUxF+8OxHHDvRv+DnLpFMk86Ymc9//q9/vuAcggEUF3l46rGt7NvTsOT9cjqtPPJABxbLzf3NgzMxjp/oZ3xi8d54MCsq8bgZWIiigNVqPr+YlaC2WmU2tJTzwL0brnnMFe+LG+WV//KHHxIgZgYp63HFJ55AKsZYIoJFlCi0uXDKc2fS690FPFSxgaRqJk2OTPUxnohS586nzbewIECNKw/PHIvTWXGQpXGjEmAsk2YmlcBnvbEVUTcMXhq+wE/6ThJXTWWcRyvbcS4QXBiGQUpXeWn4Aqemzetugc3FnutkdJeDYRh8r/sor45cJKNrWEWJp6o34VjGgt8wDI5PD/I/Lr7LycAQPsXO395wDzsLa3LD8xZJ5tfqdzKdivHnXUd4eeQiCU3lX259hHyrc8ltUYZhMJWMEc2kKLS5GEtEODE9RG90mpRunicHYkGOTvWTyXpa+KxO/ujSe2iGTo0rj2827mYgFuQHPcexSTL3ljSyMa+cw2NdvDbaSXV2/mIyGeXtsS5C6QQu2XqDqtitRpunqnarVBzXuXlWcIU1JbTSejYDomXMn7UMuqCT0Rcvi66EWeO1eDrNYHCG97r6efNiD5fGp0hl1GvecK2lhXx+SxuH2hrJczqQRIHeqaDpdLtUc7qr3tuz2vMwu7C/0dBqPkLxJOdGzCxpntPOobbGRWcn3rncx+hMZO7FlWHOOaQ1lWRaZX9jDb++d8uc2yn1uTnYWs97Xf2kVI2HO5r46s5NOCwK/+nV99ANA6/dhk2R+e9vfMhPT5wjkcmgZE0Eb3iNBiSyi7/RmQj/4EcvLHocDKC+MI9//PDd7Kmvyt3eUlKIgEBSVVEkkY7SEv72/Xs4NTjGf3n9fQRBwK4o16iOyKJIbYGf+zfcuJicjsVz7wFDgNrCPPbVV994rA2YjM5mcITbfhL9tDL7vhBFgdBMgsGhAAX5Lvw+B+IcFYwrn19TmtdinfvUFIulGBs3jblmA5Gl4nHb+NqXd+N23ZxqXU/fJCMjoSUHFpquE5oxs9GyLGK3X1HUmVWHE0XhGkO0X7xwktffuoDdpvD5J7exuaPy2oBodphTWQvtmXVuJYZhMJGMMhwPUeHwLTj0+2B5K4fKWnJhwDcOf4/pVJwnKjv4rea9Cz6PIMBcdfp3J3p4a/QyCS2DRZSRhbmNRQUEShwevtW4+5rbw5kElyOT7LBWXXO7Zui8O97ND3qOMxALIgkCP+k7xQZfKe3++YMgA1M+9g8uvouefaXSTQyea4bOGyOd/K9L7xHOJFFEiX/YcT9PVW9c0nV8Vvb3yGQf/+3COxyfHsRnsfM7G+7m/rJmbNK1niwWSeLvtd9HWtf4q57jvDXWybfeDfFPNj7AtvxKcwB7kedVDZ2pVJSYmiYeDfB/n3geAcGUdM+eK/+86wjf6zY9sv568z4kQeR0cAS/xcHX63fwxZrNvDXWxZ90fkClw8cDZS1sK6hkKBaEUSh3eDlU1sKpwDAfTPRhESVssrxm0txLZb52PbMq99nqMBCu+m6+mapr73ctN4ZhV6rts0nyK1fe1WPZgYUiyrR6K8i3ujEMg3ZfFU7ZyoGiDWuqPKDqOocv9/F7L77NYDCcy+ZJgoBVlhEEg2TGzHw/uWkDT21tw2m9khUp8br5f59+BItsfnhEUZhTVWGW97v7+a9vfEA4keKZHRv52u7N6LpOWtVIqBnKfd7F26A0nbc6e0ipGoIgUOrzcKCpdtGTStfENF0T00s6LlX5vnl/JwoCTcUFfOfe3RS5Xeyur0QSRc4MjzERMRfXRW4XLpsVhCviOaquo+rGDW80HYO0eqWULorCosfAMAxk0fQNuZrqfB8PtjWSyGT40rYOfm3PFiyyxNuX+gBzcNvvtGNmyOZWQJklo2kMTIeYjsYBGA1F+Fe/eoO//8B+7mmpx2m5YlZ0dWbu6oXdOmtDzvwNePShjXz+iW14PTdmNt//qIv/59/8AoB/+o8em9cg76NjPfy7//yS+fldwcDySh93zTZmlaqWiK4bBEMxRFHA6bDmZkF0w/zdXKRSKgOD04QjSR4+1DHv/Iim6UvONa9zZ6IaOoOxIIOxIHuL6ii2e64xtxIwlZ5yMwpXzTdMJcyKcanDe4NS1FIZiAZ5deQSY1l1qrne2gbmtfbRirYbfjeZjPLRZB/b8itz52ZV1zg6NcD/uvQ+p4MjWESJA8X1fKf1AK2++WcxDcMgmknxn8+/zdR1LTwrGYLO6BofTvbxe2deYzIZxSbJ/K2Wu/hq3fYFr/9X709Sy/Dm2GX+4OK7XJqZoMDm4m+13MWTVXMPkoMp//uPOx5AESX+svsYF2fG+c4Hz/Lluq18o34nfqsDywIBxkhshsns39ZrseOQFQQE0rpGIBVHM3RcihWrKKNj0BsJ8MbYJURBoM6dz1NVG0moGfojAXTAY7FR4vCQ1FSiqlk9dUgW7LJCStdQDQ2nbF1S0LPWzF+V+GxULOyShTyLE6uk4JSt2CULVknBJppfiiQhC+aXIkqIObVRU6ZBBDT0K50vGKjZv3Em652T1DIktTRJXSWhpohpqdz2VoMV9wRkdI3z4WE6IyMookyLp4I69/IlWZeKIklU+LzUFeQxEJhBkSTcNgtNxQUc2tBIOJXip8fPMhCYe6jSYVFy0qiz7tmmZOvch+DyxFROvs7nsFFb4F/W/hqGQTKj8sq5ywC4rBb2N1bjWcCwbRan1YLLurCByqysq9u2cH9oidfNU1uvvRiMBMOMhU095GKPC7fNSnt5Mbqu5+Qw5eyCMKfPbMBoOMpPjp8FTJWurVVlPLqxZc4KjK7rZDSdpKriUBTK/TdK/X5xWzt3N9XSXFKIRZZQNZ2pbDVBEkXyXc7sEPeCL5HO8Sk6x6dQdR1FMrWmJ8Ix/tXzbxJLZ3iovQmPzTrnCfN2DdN/VljmGnxxjNntCou+L+4ETHdsjcnJMJIk4rkqqJo9D81FOq2iqjrFhW68HjviPIvGdEabKy31meTq1rGrv7/TGY2HuTQzYRpq6TqXQuOMxq9UwwptThqzKkY6Rk7lKZxOMp2OIQDFdjfRTGrB5zGy2UpFFLFe5YdglxWKbC4kQcAiSVhFBVkQmP3kBtJxRuMziIJIR175DdsNphN8NNHH56o6KHf6SWsqx6YG+B8XD3NsagC3YuWpqk38RuMuKhbxU8gYOi8Mn+eV4QsAubbclZDWVD6Y7ONfn3qFgVgQh2zhW427+Wbj7iUFYaquMZmM8svBc3yv+wiTySjlTh9/vXkfjy3SzgVmhf3vtd1Lsc3NH1x6l2AqwZ9c/pC3x7r4tfod3FPSiMdiwybdqKjZFwswkYwgCQL/ZOMDPFbZjiJKnAuO8rc/+gkDsSB/Z8M9fKl2CylN5dvv/YC4mqHA6uRr9dtxW2wMx0JcmBlDwJzbqXT6mUpGc+8Tp2IavqW0DBldw2ux3xGytPO2QvHpn7EQBYGv1+7j67X7kOfxKVkLDAzSunaDad5KWXFgUWr38w9bnzSTJ8bcmsqrTU2Bjwfbm+gPhGgpKeTJzRvYXlOO02rh5yfPs5QlTEpVmYzE6J0Kksyo3N9avyYXHwPoHJ/k5IDpJO20WthWdeNJeS6+tK2db+7fhs9+Y8uGnm0JS6saSTWDdZkzApquMxiYYWwmgk2RKXA7sCsyj3Q080hH85yPMQyDlKrx3974IHdbWtUYCobx2Kzc01y7olmFEq+bEu8VKTwDI+dSrogiha7FPVFSGZUPuge4MDoJwJaqMir9Xj7sGWQkFOb3XnyHVEbl8c2tcx7PdW4dMzMJhoYDhEI3/h0mpyLZxaDA6Fho3hmLiamwmaU3DOZJ9t9RGAYEAjFi8TROh5Xi4isOuLpuSuVej6bphGbiJBJp6moLcTrmT0aYalOfgAOxRswmWABmYkkUWcJhVQhE4jhtlpwPj6ppxFKZeRW0REHAqsiomk4inUHT9VzCJKOZCQvDMCteTqvlGn+fm0E3DHojU5wKmLMEH0z28uFkr/nasvc5WNbMtxt3c2xqkMlUFKsoI4si08kYKU1FMwzeHOvk6FT/vMdINcz22ZSu0eEv5f6yZrwWM8g9VNbCPSWNOGXLnFn0/3HhMP/j4mEkQWSjf25Vpu7IFM8PnueZuq0cmeznDy+9x9ngKEU2N1+t38bTNVspsC0sWKJn3bz/w5nXc4thr8VOd2RqiUfzCgk1w1uBLv7TuTfpi07jUWx8vX4Hv9m05xqX8rn3wyCmpjgfGuP73Ud5Y/QyhmFQ7czjq3XbuKu4npSmkl6CGhbAwxUbcMgKf3L5I4bjIS6HJ/mXp17ir3qP81hlB3uLainNyQmL6IZOT2SasUSEMruXYrtnwUxyxjD/poFUjDZfKQ+Wt2IYBoF0nHPBUZyylWpXHm7FSm9kmmDarOy7FRsO2WIO9us6DklZtYXlzTDv8PZVc2efZhTx1s99CghYV/F5V7wlURAW/YBeTVrVyKjmALEkme6FanaBAIBgmppd3duvajqxZAqrRcGmyFhkmb0NVTSXFFDicaFI8jXtTkthKDDDP/7py5wbHqexuIAdNRX4HKu/4MyoGj86diZ3cYilUrzf3U9zSQE+x8J6+1LWoXuhxbopa7983f6paIze6SDxdIbaAj95zhtlZeeiZ3Kan35sViussozdIjMcnOF/vvURTqvC9pqKZQc515NWNbomphEAj91GoctJWtPmrdyomsax/mHeuNhDMJ7AIknsa6jm81va+Msjp/jh0dMEYgn+02vvYQBPbt6A174yecFbga4bJOIpNFXH7rCg3OSQ8WoRmIwgKxIuj33ZrWO6fiUA+PnzJ/j58yfmvqNxZSH1z/7Vcwtu0zDMeYm5FuV3Gpqmc7nbnLGyWCRKi3253xm6gabe+BqmA1EmpiKomk5hvgu7w0IqlUEURWTZPD+WlpgVwPw81yciK79WpFSNUCxBMqPyq+MXKMvzsK2unO8fPsGuxioaivOxWxQiyRRHuwdzRoXRVBpdN/A4rBgG2BWZlvIipqNx3rvUx1Q4RnNZEYZhMDAdoq4oj5SqokgS97bV01y2OiqI0UyKs6FReiNm62ue1UGZw4siSmY7TDKKRRSJqxleH73E+dBYTrAjo2toWRPSH/Z8PO9zXHHxNrLysB3sK67Dm71+zNfOA2Yi6shUP6qhU2hzseG6NiZJELBJCsF0nJeHLxBRTXO2vmiAalcev9awgyeqOuYcGr8a3dC5NDPJvzj5IuFMkgKrk2827uZUYHjZgUVUTfHC0Hme6z9FfyxIntXBr9Xt4BuNOxcdGk9oGQaiQd4au8xP+k7SHwtilxQ2F1Sw0V/GQCzIf7vwzoKzKFczW4USBPi7bffy2sglPpjsZToZ43xonPOhcUrsbr7RsIuv1m3DIVsIpOJcnBljOhWjo6SBPOvCCbZ8q5P/c+MhnqrehFWSUUSJpJahOzJFb3SaOncBHdmAMJxJEkiZgYVHseGUraQ01Rxol+RbkiBeDG3eOQoDbRWTKAYGoXScsURo2Y91yTYcsvW2K2jdqdyylcvFoQlGAmGSGZVCjxOHzcJYIGzKvgoCsWSKtqoSGkrzUTWN4WmzdeC9C31srC6htbIYwzDIdzrIdzo40jlILJXm/k2Ny9qPYo/LVCoCxmYivH6hiy9sa1/113tpfIpXz3flfo4k0/zo2BkUSeKZHR0UuJauELGa9E4Fc2Zz9YX5FHtciz5mKhrn91//gGA8iVWWONBUQ3NJIX/y3nE6x6f4/dc/4Dv37mZHTcVNSdB2TUwzk0whSyKNxflmL3xWzep6NF2nezLAs8fOcGrQrAq1lRexo6aCAreTX9uzhdGZCC+f7SSRUfnPr72HLIp8bsuGG7Z1p6BmVI6/e5mRgWn2HtxAVf3i/hqZtEr3xdElbd/ptlFU6sV6VftcPJoiFIiSyfosGIDX58TjN2Vi06kM3/+fb+DxOXj623djn8/deh7SaTOhAFCQ7yY/zzWnaWE4mmRwyHxf1tUWYrfe+D7KqBqpVAarTaGsxDevadxCzBrq3Qy6vnS5WVXVOH12CACrVaay4opinttto7W5FI/Hjt/nzG5b59z5Yfr6phAEKC/z47BbOH6iH03Xqa7Mp7jYy+/+jfvJqBoWRfpMzwlFkylO948yHAgzFJhhfCbK4PQMo8EIJ/tG6J8MUV+cR1tFMRvKi83kFvDB5QESqQx7Gs2BY4siU5HvwWWz0D3mJq1qVBX4EARw2ixsri4lo+mMzURWTUtfNwwuRyY5PN6TG1I+UNzA32m7hzKHl/9w5nW+130UWZBwKArb8quocPpRRAlJEDg81s1EMkKV08/Owup5n8cwzDmOtK6S1jSavcVLzk6OJmboDE9gGAa7C2tuSCbaJQvN3iImk1HOhkY5GxrFIkps8BXz6w27OFTegk1a/JoQzqT416df5vLMJHZJ4dHKNj5XtTFXyVkOH0z08mrmIjE1TbnDyzcadvGFmk2LyrWqhs650Cj/5dxbHJ0aQECgwOrk7pIGvla/g+7IFP/1/NsMx2cQAZZgsKdn+9z9VgePVGzg/97yMG+PXuYn/ae4NDNBMBUjz+qkwV2AIxv0DMVDxDJpPIqNRk8R+dbFpeklUcwNxBuGQSAV582RywgIVDh9bMwrwwDC6QTTqRgWUcJnsWOVZFK6imboWET5Btf228F87aFmK9TqJZMyusYvho7z4VTX4ne+jofLNnFXUTM2aWUeJZ92bllg8VHnAIl0hsGpGTZUFGFg0DsepKbIj1WROdo1iCAKNJTmMxmO83s/fYs9zdWc7h81F5aCgMtmyTnv9k8GCUYTyw4sHFYLz2zfyP//hTeJpzO8fK6Th9ubcCyz8rEQ0WSKP33/OMmMiigIlPncWGSZnskA3//oJLFUmmd2bKQib+UDdyshrapcHJ2kezKAANQV5lHkXjiwCMTi/NkHH3P4ch+iINBWVszfuX8fTquFkVCYF85c4uzwOL//+gd8+67t7K2vwrPClqMTA6NgGCiSTGvJlUX19ZdxVdcZmA7xV0dO83Znr3nidth4pL2ZxuICAPwOO9/Ys5XBwAwnB0dJqSo//fgcdzfXrmjfVpN4NMVg76S5mL/qPK5rBkcPd3LmWB+SJBKeiV/7QAMUi0xtUzGW7MI7MpPg//c3/oziMl/utusxgMhMnJrGYr7xO/dTddVgdPfFEV768TES8TSiJBCYjPLo0zvYe38bdoeFi6eHePeVc8iKxPb9TbRtnX8BMxeiKFCY76K2poAnHtnMwXta52zt+fBoN//i3/4SgP/j7z5Mfe2VjLBhGERjKc5fHKFvYJqWxhJam0uX7nWRjQJSKZWjH/dit9/cZ31sfIZwZHFfFcMwmAknOHFqAEEAj9tObXVB7vcb2yv4j//2GeDKXMD4RJiPjvUyPBokL89FfX0RsViKH/3sKBcujrJ5YxWHDrbR0lxKVUWeOQd1BywGbhf5Lgc7G6uIJJJUF/oIRBOIgkCh20l7ZTF+p50CjxObIvPK6U5c2Vmr8VAEiyIxGoqg6mblvLrAx7HuId692IciSRzpGsTvsmOVZQYDM8iiiKYZq9b3HMkkOTrZz5ngyIL3EwWBIpub/2Pj/bnbYmqaLwX+mIlkhCcqO/hO611ohsF40pSsdcnWG9SKVsJrI53EM2lEQeDe0huvtYIAFU4fm/LK+dOuj9ANgyZPEd9pOcCBkoYlX98Sapoyhw+3MsHOwiq+03pgWYtI/Sq1m7FEBEWQaPGV8K3G3dxf2oRzCUZ4oiDglK14LHZ8FjtlDi+PVrbzZFUHhTYXkUySnYXVhNMJZFFCFBb2wgLT5yOtqdhlBa9ixylbeLhiAzsKq3lt5BLvjnfT5itlT9GV61Kp3csXajZT7ylgR0F1rmVtPq6W4J81UbwcnuS9iR68Fhub8yoosXvI6BqTqRiBVJx8qwOf1Y6qmwO9BtwxFQv1FsnN6hhcCI9wIbzw528uWr1l7DGWt/b8LHHLAgtREGipKCIcT9JaWcRIIIzDGjVP3IqMw2L29+m6wfD0DNFkiv7JIENTIQQBAtE4NYV5xNNpkmkVRV6ZeoEA3L+hnv/1zkdMReNcGpvm44FR9jcub8E0H5qu8/L5Lt640A2A127lrx3Yiddu47+8/j49kwGePXaWsXCUZ3ZspKWkAO8t6v2fXWRHkim8dnMg3bNAa9BIKMxPT5zjLz44gWEY1BXm8dfv3kldYR66YfCb+7cTTaZ453If50bG+a9vfMBUNMb9rQ0UeVzLKhNqus6HPQMYgCKJtFeYQgCzxk+zGIbBYCDEn73/Mb88fZFkRsUqS9zXUs/+xhpcVwWIraWFPLOjg1A8gd9p5+u7Ni+pQrPWTE2E+eUPPiQcit8gvZpOZsgvcnPyox7OnRy45ne6quPNc/LNv3uIvGwQIcoimYzGY1/ZTXl1/pzPp6k6H755kbHhwA1/k0Q8TXAqysaddQgCvP6LE+QXebBYZaLhBL/6q49obCujvKaAH373bX7nnz1JYcmNg/jz4fPaefyRzdy9v5mSYg8Ou3VOVaarP8vXKzdpms7IaIgf/uQoZ88Ps6GllGe+sJMtG6uWVLXQdbPPKhCM8a///fNL3velYFYv5r7Y6brBB0e6mQpEsVplmhtLrlHEmlXyALOyMTYR5vkXT/HhsR5kWeLufU001RczOhbC6bBitcocOd7DqbOD7N/TyMG7W2luKsHvW1o741IxDIOZZGrOIUoBsCkKDsV8/2m6TipbkZKyKnGqpjMZi6FIIoXOta/MDk6FuDQySTyVpnNsismZGPXFeTl58f3NNRR73bx+tptfO7AVp1VhKhJjY1UpJX43U+EYL53s5P6ORqyKTFmehwK3E0WWzGMRT2IJSbhsllV7LRld42xwlJeGLyAAdkkhoc1t6CkKwg3BzOnAMFPJGKIgsq+4DoC4muYvuo4CBh3+Mu4va8EiSaR1jVDKNLHLszqWrPwSyaR4Y7STlK5SYvewo2Dua2ReNqv/+mgng9EgNe582vyly0qalTq8/F+bDlFodfGFmk34LPZr3MPnwzAMQukEnTMTOSM4u6SwNb+S32rey7b8yiW3bEuCSIu3mL+94W5eHbnElrwKdhZW547XnqLaawKAlSIIAoU2F1+u3cpjle2kNPWafSy2uym2u+cM5K7GwGAmnSCcSTKeiNLmL8Gr2JhIRPhp/ykimSQb88q5u6QegFA6wVAsSEbXKLK5KbS6SOlqzjTxTqlYpOexLNAxVsXgcZ2155Y2cQcjCTKqjs9pZ3LGPAmYAzmzC0gDzdAZD0W4u62OmqI8QrEEm2pK2VBZjCSK9I4HSAkr98oQBFPG9L6Wel670EVdoZ9ALL74A5fArEv3H719hJSqIYkCe+qreHxTi1mO1nX++N1jXBqb5NXzl+mdDPBwRzPbqsuZjsWX5ea7XFKqysnBUU4NmW0zzSUFVOf75lz8q5pG5/g0Pz5+lp+eOEtK1ajK8/Kbd23nQJN5YhUFgep8H3/znl0YwHtd/fRMBvjDd44yFAzz+KYW6gvzsClLyyrPBj0CUOBysqH0Slb96iyFbsDYTJTB4ExWxlago7yExze1zim9e2hDI/F0hq1VZdQV5pn+B+rtPTkVlnj54jfvQtd1wsE4I4OBBe+vKBIVtQXY7BZEUcB91eJUFAQkUaRhQxlV9UVkUipOtxmoxiJJxoaDeHwOSqvymBgNIV0nWyqKAla7QnNHBWNDAWqbSigo8WIYBodfPkvvpTG+8389TmlVHv/v//kTfvKn7/K5r++lpGJ+lTRdN1A1zXR4R6CsxEtxkQdd04nHU+bchW6gG3ru+2AwZr7/DYOu7gkSiXRuWE83DEKhOG6XFQyDs+eHSSTeI/K5JHt3NcwpX3v9/hgYKIpEfW3hTcvNJlMqo2Mh4vH0vEGFYRhMTUf51UunAHC7bOzfc+NCYXZQ+3L3BG+9c5H3PupC03R2ba/lwfvbKS7yUFzkweO28877nXx8coDunglee/M8x0/289D97ezf00BjQzGWVRooVnWd5y9dQhLEa3xeDAySqkpjQT67KisxgKl4nHd6+nBaFOyKwq7KSsaiEZ47d4Eil5MnN7Titq7dXJMgCNQV5VHodnK8dwjrpKkWqOo6DcX5VBb48DttCAJYFZlN1aUEowmssowkijgtFoorXbx+tiv72s2ZhfI8D6PBMKIoEk4kcVotOCwKGW11zh3hTJKPJvu4EBqj3l2A3+rg6NTAnPe9PqjQDYO3xrpIahkqnT6avea5UjU0TgWHOD41yNb8Su4tbQIkJhIRfjl4lkAqxv7ierbmVyzaFgTwwURPTq3q4YoNeCxzP0YUBBo9hTxSsYH/3fkhpwJDvDHayeeqNmJfhgGdW7Hx99rvXXI9KKNrDMVCvDZyiZ/2n8rNYrT7S/nt1gNsyitfdkeAKAg0eYpyKlxriSAIuBUr7iVUU2a5Wlz6THCUqVSMSzMTnA+N8t/3PI3FXcAbo5d5Y7QTt2JjZ0F1Tt53IhGlN2Jeayqcpl/K7HwF3CEVCwPS+twBtm6snU/aOqvLLQ0sVF3HbbeSUjVU3VxUjAbDeBx2CtwO3HYrAmbLkygIXBgaZyoco3ssQEbV8bvsC1zIr3gULOYjKosiT25updLvZVddJfVFN2Z6DYOcEc1SMAyDsyPj/JfX3885gNcW5PHtu3bkFtf3tdThslr43ocnOTEwwqXxKfqmg9QXms8/21s4EYlycXSSfJcDiyznfCBmM5x6VqZS083BsJSqks5oaLpOocc5p+P0QGCGdy73MTYTRZEkNpaXUJN/4+JwMhLlxMAoPzp2hiO9Q2Q0jep8H9/ct40nN107nyCJIo3FBfyte3ZhU2Te6exjMhLjR0fP0DsZ4JGNzWyvLqfY456zr/7qY/fcyfPEUmkkUWRXXeWVoXzDwLhK/kcSBbZVm0pgz504T+9UgKe2tLGpsnTOC4FVkXlmx8bcz7FUmsvjU1dt79afSO0OCzWNprzvB29c4O0XT1NS7sc2x/xCOBgnk9Fo2FBGbdON+u+zR0bXdM4e72NsMMB9j2/GalMY7J3k53/xAfc80pFzZ78+4zr7s67rdF8YpaaxGKfLxpljfbzw46Pc8+gmNmypQpYlnv7NA/zJf3mFTFrl4BNbqGsuwTZHW1Emo3L+4ihdPeOmRKZhZuRVVSOj6miqhqrpaKopSaxpOqNjIVRVwzDgBz/+CKtFzgYd5vtc03SSyQyCKIBm0NUzwV/9+AiplMo9+5vx+eYfcFQ1c7s+r53f+uaBBVWWlsLQcJAf/fQonV3jOYWq69E0nRdfPUN3zySSJFJbXcDG9orssTZIJNOMT4QZGg5y7sIwHx3tZXA4gN/nZNeOWp54ZDON9UW5v099XRG1NYXs2l7HW+9e4sTJfnr6pvjBsx9x+uwgjz+8me1bqynId9+wL8tF03Veu9zF3XW1OOxm0KYbBomMRufUFClVZVdlJQDDM2F+dOYMW8rKiKfTdJSUcG58gslYDN0wODEyyq7Kmxd2WAhRFBgOzjAeilJd6EeWRCbDMc4MjGG3KPgdNkAAA/ong3zQOcBj21pJZlR++fEFDrbX57YliQJOmwW7VUGWJHTDQBQFNF0no2k3eOqseJ8R8Fkc1LkL2FlYg1O2zBtYXM9ofIYPJnpJaSr3lTZxYnqIMocXu6wgIiBn3bvtsoJuGAzEAjzXf5qxRJi0ptLsLVo0sAim4vys/zRRNYXPYueRirY5zfVmybc6ua+0iWNTAxydGuBXg2epceWxo6BqWRKmS1nM64Y5dHtyepgXhs7x9ng3M+krrYkt3mLKnStvM54djgdTcrYvGsgN198siihR486nxpW36H0NIKVlCKUTBFIxppIxTgdHiKqmXOxzA6cBcMoWal35GAa8P9HLn17+EFXXaPeV8mhlW06ydygW5HJ4AlkQqXT6KbK7CabiVwKLbHvX7SY1j9qWbhhkjPWKxSeBWxpYlPo9SKJI99g0sWSaPLeDRDpDKpOhviSfSCKNJIl01JiDcjOxJC6blSKvk5oiPy67lZHpud1uZwMVMN+AC8mSiYLIlqpytmZ9LTRdJxCLE0tlEARTwrRrYppEWuUqP6J50XSdU4Oj/OHho5waHEXLOlr/xt6ttF6VebcpCnvqqyh0O/nFyQu83z1A71SQ86MT12zvaO8Q4+EoHpsVh9WCRZKQRNMoThSErIGdZjpwqxqxVJp4OoNVlvjN/dtvCCxmEkneudTLkZ5BAKryvGyqLM2pYRmGOUtxaXyK97r6ePnsZUZnTPnP9rJivrprE09sbp1zSFQSRZqKC/kbd+8iz+nglXPmY9+53MfliWn2N1Szu76KlpJCyn2eOWUae6aCvHy2E03XcVotPNjWlPudwY09lxZZYmNFCQUuB1PROJV5XmwLZGvj6TQf9QwSjCcZD0d4t8uUZRQFYcXzIKuBIAjEwklC0zE27ayjqNR3w30unxvm8vkRUsl5sjianpvTGB8J8urPP8btdbB9fyMDPZNMT4bx+l2Mj8wsqMYcnIoyPhqkY0ctl88P8+M/OUxoKoqBwSs/MxVn1IyG22On+8Io/V0THHpqKwce7JgzIDp9dpDv/dUHqNepHgkCyLKERZFQFBlZFlEUCUWWqKkuMD1UrrpNVsz7yrJk3qZIJBIZLlwaoX9gmp/8/DiKLHHPgeZ5AwZV1c3ZHUWisb4Yj3v5ampXo8gSjuxrVlWduWYNE8kMnV1juLPVo0MH27DbLSRTGTovj3Hi1ACXuyfo7BpjciqCy2llY3sFe3c1cNfeRoqLvDecd0RRYENLGQ11RRzfWMUbb1/g2Md9nLswwvhEGL/voVUJLARBwG21sqm0FEkQaC0qZCwS4dToGO3FJSRU870oYCZpyj0edlSU0x8K0R8M0h8M8VhLM2lN49jQMLphsK28bE0qFylV5fzQOMe6h3BYLaRVjfGZKGV5HqYjcd4634PNIlNT6MfAYDIco7rAx31t9abEpkUhnEjlqqKGYTAVjnFucBxFlFBkkRKvm9oiP5IoEk/N/TlcLrPDvIU2F0V2FyenlzakbAAvDJ1nOB7CLiu0eIv592dfZ4OvhG827kbVdaTsrACYXhcnp4cZiAVo8RZzsKyZErtnwefQDJ1XRi5yIjBERtd4sLyVBk/Bgm1ggiDQ4C7gyaoOBqJBTgWG+UHPcTyKjRZf8apkwg3DIKamuTgzzrvjPbw2cpHL4UlcipUmTxHBdJzJZPSmn+dq0rrGm2OX+d+dH67K9vwWO99o2LlgYDGTTtAVnmQobqqCDcdCDMaC9EUDjMZnyGSvh1VOP62+EhrcBTR7ixmKh/hu5/sMxkMU2lw8UtFGi7c4t81zoVHGEmEqnD4aPYU4ZAujiXAusFBE6barHGno8wYPOsa8bVLr3Fnc0sAirao4rQojWTWoIq+LigIvL398CUWSKPDIpoyeqvHj986wvaGCZCZDMJrgVN8oggCVBb45ZdtnDe/M7xdWbbn+s6NqOhfHJvnVqYsICMTTaTrHzcyc22bFtcgF8cLYJH/w9hE+6hkko+nIosjnt7bx6MaWG+6rSBItJUWU3eNhe005H3QPcnFskt6pAMF4AsOAsXCUsfDyTpCSKLC9ppwNZdcqCaVUleN9w/zq9EVCiSSKJLGztoL28mIEQWBsJsLpoTFODo7yYc8g3RPTpDUNp0VhT0M1X9rWzt6G6gUz+6IoUFuQxzf3bqPU6+ZXpy9yaWyS0ZkIPz5+lve7B3hy8wa+uL2dUu+1C59YKs33PzzJSMg07GsqLmBjxZXMvG4YqPOo+JT5PJT5Fr5Igtne8ObFHl46d5lI8oqJlMOi0FxcsMAj1x6704rTbSMwGckpM11NLJrE7bXPKz2rZeUzbQ4L++9vY3Jkhud/dARN07l0epDmjgpqm0u4fH7ElJyc53MxPhIknVIxDJ3Xf34Cl9vGjruaGO6dYqTfzNYZukFRmZ+9B1s5/PI5ejvH2Hf/jU68VqtCQ10Ru7bXoao6druCzapgtclYLQpWq4zNqmCxyFgtEhaLnPuyWmQUi4xVkbFYzZ8tFhmrNXsfRSIcSfLya2f55YsnsShmT/9CSk8C5tC7xSKzGnZ9ikWmqNBDZbkfr8eOJN24TVkS+eKT2+jYUMF0IMrunWZWXNcMhkdDvPz6OcbGZ/D7HOzYWkv7hnK2b62hvq4I6yIywxaLzJ6d9TTUFdFQV8Rrb13A5bRQXLT4Z2EpaLqBIAikVJU3urvNQeahISLJFCVu1w1HMJhIMBIOgwHPnb9AIpOh0Okgo+sE4nF+deEiKVVlX3XVoufS5aJn93VHQyV2ReFk/wgzcRG/086+pmr6JoMImIPxdovClpoy8t3ZmRQBagr9fHh5gMp8HwZgU2SaSguoKvATT2eYDEcp9Xt4eEsLJ/tG6BkPLJjEWA5FdjcPlreS0bUlBxZDsSCvjpiKR3cV1zMQC3J5ZgJFEFFEiZhmuirPSsv2RKd4ZfgiiiizJb+SzXkViz7H2eAoP+47yUw6QYndw9O1W7AsQUXKqVjZV1zP5fAkz/ad5PB4Nw7Zwq837KLJW3jTwUUoneCVkYv8YuAMZ4IjpDSVcoePg2VN1LjyeX7w3KoHFqIgkNY0plMx3IqVWlc+/kXkX6/HMAwmU1EuhEzZ6cUGkGNqmueHzvGrwXOEM0l0w8AqypQ6PGzwl9I5M0FCy3CwtIlvNO6k1O7hVGCEf3P6Fc4GR7FLCneXNPBIxQbErChEb2SaDyf7AGjzlebkZ1OamgtU7oTAIq2p88+sGTrp9RmLTwS3dsYimiAQjVNfkk8wapYuKwt8hGJJCr0ZDm0xM9W6bhCOJ7hvYz1joQiba8uIpzOc6x+jrbIYu6Iwk0hes21V13OtRBldW5Z6gCSKCAgcvtzHVPTKvIUoCDQVF9BSsrBmuabpVPi9nLdNEEokeLC9iW/s3Yp1HpMvQQCv3cZ9LfVsr6ng8vg0l8Ym6Q+EmAxHCcQTRJIp4qmM2eakZVtHDLM1ZFbCLtf+ZYDDYmFfQ80NHhmGYS5y8l0O3DYrZT43+xpqKMoOMUdTaX55+iLvdPaSVjUEwZy/uKe5jic2tVKd71tSu5AgQLHXxee3tlGd7+OXpy7yQfcAwXiCjKbjtCpzHo9QIknXxDSqriOKAp/f2nbNhdswjJvua/bYrDyysZnXL3bnbivzunlkYzNNJbc+sNB1g1QyTSKWJq/Qzb7755fAdXnsWG0KkiQSnIpgtVtysxZArpKhWGRcHjuHntrKxEiIZ//4HfyFbr7y1+5BViREcX5DNoC8QjeubDWiZWMl7dtr8Be4MHSDSDiB021DFEWiMwnyiz3Ut5aRSmZy8xzXs6GljIICN5Ik4nBYcNgs2OwKFkW+aXlUv8/BfXe3kOd3YrcrbOqowjPPfgA8cF8bmzZW4XJaF120L4U8v4OHH2hn9446Sou9c1ZK7HYLWzfXsHljNTPhOG6XuX8Oh4XdO+pJJjP09k3RUFdES3Mp1ZV5WOdR9ZqPwgI3X3hyO1WV+VgsMjXVq/NezmgakiBS4fXSUVLCT86eYzQS4R/ctZ+PR0ZuOLeabVIqsXSaEpeLfKeDWDqDKAhsrygnrWnYZHlNXHPtFoWttVeMR31OG4Fogsp8Lx6HjZqiK5nhR7e04LJbr8m8ZzQNu1XhkfpmrLJEc1khDSUFFLgdxNMqEzNRrIpkKrJJIjWFfgrci8t/LgUx63S9mHzt7EIro2s813+ansg0VlHmgbIWftBzHASBQ+Wt2CWZyUTUDOhSMTRDxylb2JJfQZO3iH1FtfPOScwyGAvyve6jdM6YVfQv1GymwV2w5AVnqd3Dk1UbGY7P8PboZV4duYhu6HytfgcbfCVLHhyfC9XQGYnPcCE0jiSI7C6q4eHyDdxT0shYIsxLw+dXvO35EBFyA82ldg9fqtnC5jncxxfb7/cnerkQGs9V+RaiwOqk2O5BFkTK7F5afMU0e4po8BSgGgb/8ewbJBIZKp1+CqwuwOxiKHN46Q5PsTm/gm/U7yA/a0gYSif4cLKPizPj5FudbM2vzDmgpzQ1d32dlTG+naQWqEjohrE+Y/EJ4ZYFFoZhYJElttaV01xeyJtnuukdDxBPpXli5wZeO3WZ9y70saOhwjT9EQXsVgVFEokmU3SNBqgs9NFWVYyqG7x9tueayFbTrlQs0qq2LKk6WRIp93loKyvm8OU+XFYLZT4PTSUF3NdST1vZwn4CmypLKfa4qMn30TMV4Ou7t1DkXlwNRRAEvHYb22vK2VZdRiyVYSoaIxhPEL4usNA0HW122NWY/QKyMntWRWJ/Q80Nz2FTZHbWVuBz2Hn5bCdeh40tVVfmEcr9HvbUVXJ+ZBzDgN31VdzXXMeuukpc1uWroLhtVu5qrKHC76W5pIDXL3TTVlbMAxsayXPemOlxWS18Y+8WynxueqeC3NNcd83vLbJER3kJ39y3DZsis7VqbufXxdhSWUZHeQkziSTNJQVsrSpjb0M19iUOl68mqWSaUx/1cPTdTlP6dAnHeGw4SCKWYvOuenYcaMrNNsSiSQTBXMgKgkB+kYf9D7Tx/hsX8Be4qW4w+/QFUcTQdPR5NMJLyv1s29vA2y+d4dt//yE0TSccilNelc/Pvvc+9z22meqGIs6f7Oftl87w2Jd3UVEz/0LW73fi96/OAmwuigo93H9vKwDiIhfqQwdvrKrcDC6njS2blqYiJ4pCzqNiFq/HzgP3tZFOqzet6CTLIrt31C9+x2WQUDPYZLP98lBjA8+du0BKUynzuDkzJt5QQcx3OKj0eTk1OsbBhno0Q0fVdHx2O4MzM1hEkd1VlQsafq4WpX4Ppf65KzcHOxqu+VkSRVrKi2gpv3J+ryu+Mm/nB8rzrmyro6p0dXd2DqZTMU4FhhmKhRhNhM3zPGZr7/HpQV4evkgkk+JQeTPN3iJKHR6mU1HuKWlkNB4mlE6gYzCWiDAUC9HoKeJ3N9ydlRhd+PM4nojwlz3HeWesi4SWYW9hLU9WtmNdgg/FLKIg0Owt4mt124lmUhydGuDl4YvMZJI8VbWRPUW1i8qnzke+1cnjle25rPUDZc1s8JVgkxTGEnO3SN8sgiDkZktskkKF00ezr3hZ28joGr3RQG57i1VuLJLMvqI6LIKEz+qg3V9KldOPVZI5Fxy9ITgTBYFtBZUU2Jw0e4vZml9BS3ZgW9U1zofGeGnoAhldZ0t+BfuKa3PbMCsWs6pQt3/GIj2PMhrMBhbLTzJaRAm3bMMhWbCI8pWv7LC6JAiImG3msxLCumEKCWmGgY5ORtdIamkSWoaklllSBe+zzC07OoIgkOeys7W+HKsiE04kCSeSVBf52dZQQSSR4qPOATZUFOGxW3l6/yYwzLK8RZbZWldOY1kBfpeDY11DnOgZZnvDlbLu5spSvn3XDhLpDFuqypa9YPQ77Xxxezubq0opcDop8jipzvdT6nVjmafycDUlXjdf2t5BKJGkyO1cdklRyPp0uGwWaphfcWcl2BSFjvJiitxONN24ZoFvVxQe2NCIYYDTamF7TTmlXvdNDTVLokhDUT5Fbicd5SXkOe03tEDN4rXbuL+1gaaifAaDYfKc1150rLLMturyXOuWskJFH6si85v7t6MbBrUFfgqXEPitFWpGo+fSGBdPDvLgF7bN6z9xPT/5k3dxe+xs2VOfM10PTcdQFDlXOUinVIb6p7A5LKSSabovjrJxRy2yYh43NT3fiVmgbWsNL/74GKODAYb6pkinVb7w6/s4fbSX/CIP5TUFnPywh+4LIzz5td03exhumsUCijsVURRwOa2wAoO/uVjtt3EgkSDf4UARRU6PjVPkdBJIJrg0NYXHZqU7cK2KmU2WcVksxNJpegIBxqNRnBZTgCMQT1Dqdn+mvTaWw/nQGN/t/ACLKDEcD+XctYcTM/yw52MGYgGK7C6+UreNWlc+f7NlP93hKcqcXv708oc51aDxRJgXh87zW8178Vsdi7bvjMRn+GHvx/xi4AyhdIIaVx6/0biLMod32dcyRZTYml/JtxrNc8SxqQHeGetiND7DmeAId5c00u4vxS5bltWYKAoCVa48fqNhJ0LW22MlGIZBXyxAsc2dM6WbD4HV94lZig9Ko6eQOnc+VlFe0rVYFATT6bx+R+416YZBfyzIj/tO0hWZpNLp54GyFmpdVxJC18jNSvPLzUbDCRLRFHa3janREKqqU99aSjSSYLQ/QF6Rm8mREHaHlcIy37yV7MVI6uq89Ttzgb/8isXBkjaaPWWIgCKazuSKKOcCKTEbPJqBhSntPBtY6LnAQietm0FFSlNp8pQu2WTys8gtOzL7Wmvw2K05daAdDZVsqS2nqbwAu0Xhoa3NVBT4cDus2C0Kj2xrJZVReWBzI+X5Xkr9HgTBnL/wOW0c3NhAW9WVzEFbeTGtZUUYBtlB5+WdDJxWC3c11nBXY82KFUzsFuWmnKfXEkEQKJlncV/odvK5LRuwyBKKtPJS9fV47DZ211Vln3/h+1bl+6maQ6VKEAQssrSk4G4xdtQu3l98KxAEAVESKCrzcfDxzcRjaY6928lA9+QN9y2t9LP34AYKir28+fwppOuOw+hQgLxCN4pFJpVM8/4b5/no7Us8+NRWJsZmePP5U9Q2lWCxKCAIxGOpG54DzCFwNaOiqRqhQAyPz8FbL57mc1/bQ31LKZfODPHgF7Yz1DfF5t31+Atufkh4nTuTvkCQMo+HY0MjfDg4yEPNjcwkU/zg5Gm+unkjfcEgM8lkzstiOh6nazpApdeLVZYxALfVykAohNtqpS4/b1XPK582jKt0DNOaSjidRBFFkpqak2B/c7STY1MDpDWNL1ZvpsNfhlux0W4po81XynA8xAtD57CIEpVOP5PJKC8PX6DFV8y9pU0LLmUvhyf5Ue/HPD94jqlUjHyrk19v2MWOgiosS/SAuB67rLC7qAZFlHDKFj6Y6OXizASDsRDHpwdp85XyUEUrG/3lS/aZADP7XLzI8PlS+MXAWSKZJNsLKtnoL6fMMbc3z5qEw0vY6HKOySyiIODKStcawGQyyo96Puatscu4FRsHS5u5q7j+mlasa+RmxfnlZiVJZHoizMTJAUYGplEzKja7wvREmHQqQ1GZD4fbhtWq3JSct2bo5Fmcc3roWEVlWdWzWbbm1bI17/Yb436WuGWBRUvFte1EbVVmqW52wanIElvqrrS5yJKAJCpsq6+4RplJkSU2VBazobL4mkyCJIrczKVLFIQ1lUS803GuovP41awnKufm6vduLJKg88wQum6w4Spn69NHepkeD9OxrZaCYm/2cVxzYeq5OEpNUwnJRJo3nz/Naz//mO37m3jwC9s4d7yfX/zlB5z8qBtHNjsemIzk1NOunnXoujDCYO8kmqZTVpVHUZmfn/35e0yNh6lrKeWdF88QDsaYGAnx679zxQF4nU8XumFwbHiEg/V1RNNp7quvZVdlpTnAGo+RZ3cwGJrhh6fO0F5SjMtiwSrL7Kgox2Ex5U0LnU7yHQ5mEknTDMzpIK1pKKK4XrmYg9nsKMDGvHKeqt5IvtXJs30neH3kEqquU+8uoMzhodVXzKOVbTjlK3LcGV3jL7uP0x2eJs/q4NcadnBsaoBXhi/y511HcMlWdhRWz7meHYgG+MueYzw/eI5QOoFLsfL1+u08VN66aDZ/MWySwo7CKrwWO8V2Dy8PX2A6FePk9DDFdg92SVkwAXi9OepSWWxmBeD98R7Oz4zx8fQgf6vlrnkDizW0llozDMNgKhnlL7qP8ovBs6i6zv7ier5Qsyk3dzFLQsvkWsvssjJvYDExGqKvc4zJ0RlmgjEyaZXARARdM5gaC+PLCzE5NkMmrdLUUUGpY26z1sUosnn4x21PzDnALQoixfalm7Ouc/u4bSvppVxfTN39uW9fZ51PNFedNw0DNM3so776na1nBQnmu1Am4inOnxzgc1/fw1DPJK/87Dhb9zbw4Oe3kVfgprHN9L64eGqQPfe1Ikkig72THH3nEoYBm3ZdmWdxee00bChj1z0ttHRUYnNYqGsuJRZJsPPuZipqCrh0dginy0p9y9r3mq9ze+gLBtENgzKPB7/dhstqRcoOGX9uwwYUSWRreTmvdXWzu6oSAwOHotBWXMSFiUle7epCQEARJUYiYTTdYDoeZ191FZvLSlc9eaPpOklV5dLkFBZJotzjxiLL2LIGeB8Pj1Cfl4fHZr1jrxu6YaBmF1KFNhfbC6ooc3gZjAUJZ1LUufPZXVhDnsVBod1NpdOf64XXDYPvdR/lZwOnkEXThfvh8g3UuPK4GJrgxPQQf3jpPVKayp6i2hsGhz2Kjd2FNfRGprkYGueLNZt5qnoTfuvquLlbRJkNvhJ+s2k3jZ4Cftx3kkKbm6/VbafJU7ToMHfOm2rRwf8r7uThTHJeLwSAqVSM3ug0KU1lODaDb4kzH4PxEP/78oc8P3RuSfefRTcMhuOhKzfcRLRytUHeXNcFTdfpjkzxZ10f8cboZWbSCbZkh7nr3Ncu9nXDYCIRyXmAOGTLvH8Pj89BPJaioNRD8+ZK+jvHKCr30X1+BEEAf6GbyEyc6EwC503IeXsUO/cUzy9mss4ng89uin6ddW4TpsH0lYuC022jsa2cqbEZAlNX5BILi7348p24PaYxpK7p18jFHn+/i2g4wbZ9jdjsFr70rbto3VSZa1PKL/Lw+Fd2k4in8eU7KSzxcvSdTk4f7aWprZzWTZW5/Sgu89O8sQKrVSaVzJCIp3nqG/vIK3Dh9jpwbrDyR//hJRo2lOcGu2VFxOG8fT4g66w++Q4Hz3S0U+J23TCn5nfY0XSdX9+6hcGZEE0FBYRTSR5taUYUBErdbu6tq7shGWQYUOJ2rdiwbCFSqkpvIMDpsTE8VivxTIYChwOrLDMUnuGtnl46fT5K3W6KXE4aCwrWZD9uhoyukZpjaPW+0iY251fglC0U2dwU2tzZvnDzAAdTMb7XfYxne08QTCVo9hbxm4178FsdbPSX882mXfy38/9fe3f2G9dZBnD4d9aZM/uMPR7vdpzNcZJmaWoikjSp2oQUpLAURBEIiSsQ4gqJOy4Qt/wJiFwAVyAkKpQUxKoKugiaVIGkNA51lrHjehvbMx7Pds7HxbEnTuMlzmRt3ufGsuUZnzlnND7v973LG7wzcY1cpcjFmZuc7BygO5ysP0ciEOJY61ZanRg35nPsSXWQcaJr7iR4yiNfvZVSuV74oWsaXeEkp7p3sy2eIWRY9EWb10+zUtSbsCj8G+HVjito+DnzAO9O3uCPIx+wv7mr/rMlZbfK7xbbuGr4LX93xO+uGHumXOTN8eF7So9aHgR4DUQWyxea3OVBhlJMl4uczV7kbPYS78+OUXFd9jZ18N3+I/QnMlwtTDNdLmJqOlXlcr2Q469jQ+SrJRzDImmHVg0sSgsVxkdztLQn6X+mi1KxQiIVob2niZFhRXMmzkKhTKVcI7bGsFLxdJDAQoiHTal6OhJAsinCkRM7qZTvXGWzbJOx7DRnf/1Pslcn+dSxfnRdp1Ss8NtfvMmewT7SrXF0Q2fw+e2YlnHbYzs3NftBiafYvruTf/19iPGbMxx8YQehaABvceaLYehEYw7FQomf/uR1Rq9P33aDqDzF9Q8nCDgWP/reL7EDJgeObONL3zz0QE+VeLjiwSCRxcLrlRi6Tmc8Rkc8hq5pWEaIwa5OvyNZOETTCp3fHiTLMBjN59EWJ07/7cNh9rW3caCjg2u5GfqSKT4qFOhLpUg5oTWnRz8qZa9GsXZnYNHiRGlx7qxlmiwVeGPsCmezl/h3bpSZygJd4SQ/2PUiW+N+a/SwaXO8vR+l4GeX3+JibozR4hz/GB/mcEsfJzt30LM4pC1gmOxKtNEfz2Dq+orpMK7n8aebHxAxA5TcKq9n/dauGhqWdndJyFEryP4mv87tbq6DX19ya8dircCixYmSDkbQ0bhZnOPn/3uH125cuKPLket53CzO1mdDnGjvJ2yt3kRhaR4IQMaJcTjTR3d4Y81VXBRXZic4k72IWpb2di+qyq0vLi2111eLRdo/fu/3DM2OM17KY+smhzOb+U7/IXYl2tA0jStzE5weeptirYKnFIVahanyPK5SDKZ76ImkVj2/lVKNFz+/n5Grk5x/6wpzuSLXrozT1pUkP1NkYb5MYW6B2APsBCieHBJYCPGQGYZOa0cS5SkMw8CyTRJNkVV/v1Qss7BQ4ejJ3Qwe3U4g6K8k921r5cQX96Mbfu768qBiiZ9OqKHrsPfgZvJzC8zm5nn201uwLBPLNkikQthB/6PAsk1eOrWP0kIV3dBXXI5Unp+21Zy5PwPZxONlvS40mnarr42h6ziPcAdgYt5vzw0wOT9PxXXJl8tcGBsjOzvHzkwL12ZyzJVL/ut6/OIKEpbDq5v2cySzmbZQjNQqHZwU8Jvh93jt+gWuzU8zUSrgKsWBpm6+v+sYzyQ76kGBpmnErSAvdw4Qt4KcHnqL89MjlHJVBhKZWzUai/waxTWuowbnp7L8efQyHh5TZX/eU9QKsC2+djv22/7OBtqZKqjn/3v4Ozur7TbF7SAnOnYwlJ/gP7mbjC3kGVvIr/rctm7w2a4Bvrpp/5rHsLz+pSkQ4oW2rQw2312r6SU15fGX0ct+YIHfAvZeFWvV+vFUPLe+e9EcCPOZ9n4uTI8QtYK80ruHr216ls5wElPXUUrR6sRxDJtzU9n68zUHwnyucydf7t275jTw1q4UlmXQ2pWiUvKbCgQdGydks2VnJ3bApHtLBn2FYaHi6SOBhRAPWTBkM3h0O7Wahx1cv8tFuj3BV751xN9ViDvouh8svPrtYxvadk40RXjp1D5c1yMU8Vfp+nd30dmbJhr382JNy2DnUgH5WoWVSj22Oevi6dEUCtGTTGIsNt+YKS2wKZUiGggwWSyScBxClk0i6DS0UvwgBQyTrfE0m2PN9daXqxlM93Bm5CKTpXkChskrPXv5xuZBusN3DjLVNI2IaXO0bQutoRi/Gj7PTKXIyx0DG54eraNxqKWP00Nv17/vCif4et9zPN96f+eoLFFKUa75u7hLU5cdVv68NDSdg+keeiNfIFucIV8prVqbZhsmmWCMVidKOrj2CrurPGqL7xtD0wkZ9obncFQ9l2QgRDoYIWE7Dc2KyFfL9V2csltFKf86h03bDyIXByA+l+4hZd+qk9E0je5wkuPt24laAXoiKbbHW+iNNNESjJAMrJ4GBdQXs6LxEHysfjoU8R8XjkrnN+HT1PpVUUIIIcRj6VpuBkPXGC8UsAyDbc3N2KbJu9kRap7nT9e2LBKOQ28y8djVWGyEpxTnpm7wh+z7HO/oZ0ssTdJ2QFt7OkLN85gqz1PxXDLByIbbyCqlKNTK/PDcGdqcGLuTbQwk2kgHI/UWp/dbzXMZLc5R9qoEDYv2UHzdHY+lVCN3jdsaTQNTM9BYvxFM1XP57+xHXJoZoykQZneybcPtbpVSFN0qk6UChqYTs4LrTkBfzXB+igu5UUpulR3xDAOJtvr7WSlV3+FZqV2tpxTztcrigDeDoGFhLavZEeJ+kcBCCCHEE6vmeWhLXzWt3ta2UnNvW7XWNQ3zE9Dy1p8CXCVk+LUwd/t6lv+rv5dzoJRitlrC0HQCuoGlGw/0XH781uRRXLelQKWmPHT898+jnE7tev6xKBSm5tfDPOnvZ/HJI4GFEEIIIYQQomFP7p6wEEIIIYQQ4rEhgYUQQgghhBCiYRJYCCGEEEIIIRomgYUQQgghhBCiYRJYCCGEEEIIIRomgYUQQgghhBCiYRJYCCGEEEIIIRomgYUQQgghhBCiYRJYCCGEEEIIIRomgYUQQgghhBCiYRJYCCGEEEIIIRr2f4lIOBc70vH9AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import jieba\n",
    "from collections import Counter\n",
    "from wordcloud import WordCloud\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 假设这是从Excel文件中提取的适用人群描述列表\n",
    "descriptions = data_2_1['适用人群']\n",
    "\n",
    "dic = {'0～12月龄', '乳糖不耐受', '乳蛋白过敏', \n",
    "       '高风险', '1～10岁人群', '低出生体重','10岁以上',\n",
    "      '10～14岁','18岁以上','特定疾病','消化吸收障碍','代谢紊乱',\n",
    "       '进食受限','补充水及电解质'}\n",
    "\n",
    "# 为每个词汇添加到jieba词典\n",
    "for word in dic:\n",
    "    jieba.add_word(word, freq=None, tag=None)\n",
    "\n",
    "# 使用jieba进行中文分词\n",
    "words = []\n",
    "for desc in descriptions:\n",
    "    words.extend(jieba.cut(desc))\n",
    "\n",
    "# 计算每个词的出现频率\n",
    "word_counts = Counter(words)\n",
    "\n",
    "# 过滤掉一些常见的无意义词汇，如“的”、“和”、“是”等\n",
    "common_words = set(['人群','原因','以上','需要','补充',\n",
    "                    '状况','医学','造成','或者','轻至',\n",
    "                    '有误','','','','','',''])\n",
    "filtered_word_counts = {word: count for word, count in word_counts.items() if word not in common_words and len(word) > 1}\n",
    "\n",
    "# 生成词云\n",
    "wordcloud = WordCloud(width=800, height=400, background_color='white', font_path='simhei.ttf').generate_from_frequencies(filtered_word_counts)\n",
    "\n",
    "# 显示词云图像\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bcbcad4c-ee51-4d3b-be15-85e4713986d9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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